Mercurial > repos > PredictPDPS / changeset
changeset
removed img folder
Wed, 24 Apr 2024 17:01:58 +0300
- author
- Neil Dizon <neil.dizon@helsinki.fi>
- date
- Wed, 24 Apr 2024 17:01:58 +0300
- changeset 31
- cbedcfcc0557
- parent 30
- dec72b794b08
- child 32
- 88632284396f
removed img folder
--- a/img/brainphantom256x256_pdps_known_dualscaling_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_dualscaling_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 7.291993824765086e-6 559998.953614435 -0.02636674332749045 0.0041734697881560985 -2 0.028488707990618423 476684.2614162629 0.472776685077411 0.007393190719904383 -3 0.04260420799255371 445201.0668526283 0.8540211734194507 0.010071288856104837 -4 0.07170529098948464 399164.7156773093 1.1816343381859216 0.012069717808264213 -5 0.08577174998936243 362075.92599906976 1.4924054250201109 0.014046724314610785 -6 0.114293666993035 322731.28062713816 1.775842037312815 0.015100394823069997 -7 0.12821533397072926 283627.39264009707 2.0835159093802877 0.015968523150916077 -8 0.15672383399214596 245703.1173269409 2.398025040044546 0.01772582219707191 -9 0.170821249979781 204994.36217082603 2.7250301301548956 0.01984448665596076 -10 0.19918158298241906 166241.65344840795 3.047159370975063 0.021455002809732168 -11 0.2130916239693761 129178.45129480983 3.3843701954098955 0.02333859391619731 -12 0.24252858295221813 92190.42031359406 3.7175865032323996 0.02613786139749342 -13 0.2564456659310963 56016.17486070832 4.060935003692993 0.02894865292149698 -14 0.28496229092706926 20445.83049671856 4.406706896393983 0.03503060016232723 -15 0.29965408294810914 -10820.539848524004 4.747035004401772 0.03580267150248734 -16 0.32841912494041026 -42867.34069739799 5.100581166784598 0.04377450625718033 -17 0.3424750829290133 -63467.280042452985 5.418211303063193 0.03842882592373254 -18 0.3715502499253489 -105858.3205435936 5.815615648726185 0.06969672909321349 -19 0.3856304999208078 -136279.4728838505 6.182687539054198 0.08855388825449675 -20 0.4140370829263702 -165430.88657077836 6.550709492174072 0.11517468834708523 -30 0.626232332928339 -350577.72715674265 10.253524197073357 0.44760542531021974 -40 0.8376356239314191 -421464.7013663732 13.74745725372146 0.5360560430763901 -50 1.0500765819451772 -448574.87274658383 16.541589427607462 0.5608994395049307 -60 1.2621018319623545 -457418.322494328 18.28477094083371 0.5909416800508989 -70 1.4744321229518391 -459471.6155837879 19.18505037053402 0.6097926747664869 -80 1.685690789949149 -460625.18758905394 19.66050792728736 0.6228569197811515 -90 1.897452747944044 -461037.5443990291 19.95577229624207 0.6280569007798111 -100 2.108945622952888 -461037.5207565714 20.161057934645868 0.6310742150259324 -110 2.3078746229584794 -460881.7701156385 20.28141537288178 0.6323770758874923 -120 2.5200255399686284 -461456.70834743505 20.372638156867207 0.6309965005761459 -130 2.7317270819912665 -461703.8242034038 20.30505330878801 0.619584016297692 -140 2.943301249004435 -459728.37701272825 20.035420502280772 0.6001467123566366 -150 3.1541914580157027 -461435.68642196327 20.48756438673483 0.6275228018008654 -160 3.3668655000219587 -459638.80849275563 20.11527384764813 0.6066016564567359 -170 3.5787867500039283 -461315.9426392966 20.62983860385259 0.6348387993768903 -180 3.790702083002543 -460831.8463109983 20.50425346089 0.6218545770260777 -190 4.003484333021333 -460435.2778542152 20.50291582184228 0.6228931522555905 -200 4.215550333028659 -460376.55963348807 20.399248560738794 0.6156412709409311 -300 6.324471042025834 -461532.8741688879 20.73996545384783 0.6337011675055899 -400 8.428760209033499 -461130.2716086842 20.797400794223776 0.6348023915588052 -500 10.535301209019963 -460950.615897312 20.774770297452587 0.6357214470329543 -600 12.643214251031168 -461769.44049307716 20.87882560938038 0.6445277826958751 -700 14.752102043043124 -461229.68424212997 20.87875988326106 0.6429535998025804 -800 16.86368837603368 -461308.0360071368 20.83354574650479 0.6425115734229906 -900 18.974047042021994 -461413.6071498565 20.92143595322821 0.6454438791167731 -1000 21.075754917023005 -461427.9340122402 20.71148889818161 0.6326010398143926 -1100 23.191856125049526 -461589.7919045007 21.754500860634813 0.6860226720897828 -1200 25.301543500070693 -461310.2692298159 22.153301932102906 0.7048069711117542 -1300 27.415782625059364 -461697.1773838522 22.389356779062716 0.7146134932110892 -1400 29.53252366706147 -461531.86624387663 22.5446862423866 0.7226796158576442 -1500 31.640135458059376 -461538.1497565673 22.648577381417777 0.7271443265226708 -1600 33.7538428750413 -461569.9148373997 22.726057057842123 0.7319564490890298 -1700 35.86513366701547 -461477.8169952978 22.78689098711219 0.7350630854441553 -1800 37.97419250101666 -461589.0225341856 22.83404717689828 0.7370434833758722 -1900 40.08935075101908 -461592.82003534556 22.867928299851947 0.7370530680661427 -2000 42.20293112602667 -461671.304628238 22.898872440248077 0.739863872208026 -2100 44.31266687603784 -460844.99766735715 21.002591493876587 0.6400089021705762 -2200 46.42025608403492 -461676.1197119175 20.7127377895339 0.6239113282943877 -2300 48.52856441703625 -460910.1361872444 20.793885647439275 0.6367373830296205 -2400 50.63286970803165 -461401.42875568825 20.8547186753131 0.6421138474156618 -2500 52.7411459160503 -460762.59986547916 20.654467323538505 0.6273314320795518 -2600 54.84565312502673 -461604.54509966687 20.881244443314944 0.6452001073451017 -2700 56.94960941703175 -460997.8186055902 20.83037839998733 0.6408870577834642 -2800 59.05034845904447 -461662.8778691268 20.884527555373396 0.6432390171542983 -2900 61.15820329205599 -462125.03635027097 20.857985036241185 0.6421555679117441 -3000 63.26027033405262 -461994.49033973477 20.85406140414086 0.6398115785096935 -3100 65.36187537506339 -459718.9778441281 20.46450719719097 0.6117481907128877 -3200 67.47232058405643 -459547.7820764949 19.91813442670685 0.5819166675007728 -3300 69.5906347920536 -460828.9564960108 20.503892102808233 0.6126426879805269 -3400 71.70533354204963 -460857.5454388147 20.59068686949729 0.6179350327246754 -3500 73.81569958405453 -460919.3641461849 20.712002186426005 0.6317390455407006 -3600 75.93325733405072 -462040.63060978893 21.720829930773018 0.6843092471409415 -3700 78.04634229204385 -462088.0623416647 22.13097096604516 0.7016704430643532 -3800 80.15978345903568 -462030.4444034288 22.371578781944304 0.7137042283131156 -3900 82.26893700004439 -462155.06194524525 22.52892320151577 0.7208378602463097 -4000 84.37998716704897 -461949.50193975907 22.637395647085448 0.726296856645753
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--- a/img/brainphantom256x256_pdps_known_dualscaling_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_dualscaling_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.625007467344403e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.02840716700302437 477750.0871983116 0.4727944903244874 0.007393534638103009 -3 0.04356154199922457 445911.2963937415 0.8540761861508194 0.010072131606553826 -4 0.07201504200929776 399705.91422077495 1.1817166219636182 0.01207129706203814 -5 0.0864079590246547 362507.87416993175 1.4924757006186684 0.014049008034708325 -6 0.11467904201708734 323146.952461721 1.7760151729737184 0.015108191661339605 -7 0.12865683404379524 283981.67516653036 2.0837512221407133 0.015982012387161158 -8 0.1570541670662351 246010.802260521 2.398239993397958 0.01773937484023549 -9 0.1709365830756724 205268.3251055606 2.7252256812324744 0.019857151238669303 -10 0.19913341707433574 166501.99727205865 3.047411863843154 0.021472489654892877 -11 0.21327937507885508 129413.58672650585 3.384603232498194 0.023352236216542446 -12 0.241477542091161 92410.31701395214 3.7178591125103737 0.026158875672678664 -13 0.25553854211466387 56221.660540963356 4.0612291987287445 0.02897193262492952 -14 0.284448167134542 20641.91327636402 4.407020555203639 0.03507073833314676 -15 0.298305584146874 -10633.162622630509 4.747331213012094 0.03585109036815751 -16 0.32691204216098413 -42690.724347838564 5.100870202104618 0.043820181517713094 -17 0.341421334160259 -63293.16919669225 5.418487743986934 0.03845894035862168 -18 0.3696674171660561 -105699.52673235018 5.815890285724544 0.06974261899971085 -19 0.38370391714852303 -136128.26475905208 6.1829851376140645 0.08861108429456918 -20 0.4125696261471603 -165285.10254382424 6.5510663945352725 0.11528193096295947 -30 0.623694292124128 -350488.9246768555 10.254053791141626 0.4478387327161209 -40 0.8346277501259465 -421396.5083914074 13.748604212213252 0.5361229300594774 -50 1.0617425411182921 -448517.8580109811 16.543825691839906 0.5610124726378126 -60 1.299742041126592 -457372.81727921445 18.287352838534773 0.591124422685422 -70 1.5165846661257092 -459432.3112424644 19.187470363554205 0.6099445765490726 -80 1.7306366241245996 -460589.5988086035 19.662381238928617 0.6229227630874126 -90 1.942063333117403 -461003.41738116206 19.957162646634792 0.6280429966942783 -100 2.1524315410933923 -461004.8909787913 20.162022203742367 0.6310478894422439 -110 2.3515221250709146 -460850.62078651955 20.281595255731574 0.6323648965502002 -120 2.5671906250645407 -461426.1974177158 20.372799003272437 0.6309610451422232 -130 2.783018084068317 -461673.8603926775 20.304970007188384 0.6196304308251852 -140 2.9988964170624968 -459699.0461199116 20.03580610448562 0.6001695688593818 -150 3.214583751076134 -461406.2403825748 20.4868577030074 0.627488316749595 -160 3.431308293074835 -459609.1535149404 20.11434759094803 0.6066298058817097 -170 3.646896877064137 -461286.43607217993 20.628511757093793 0.6347422544957879 -180 3.857774168049218 -460802.2913088794 20.502640642406437 0.621737742522334 -190 4.070336751057766 -460406.00013474294 20.50147430597046 0.6228203940282614 -200 4.282350584049709 -460347.1611084251 20.397013168009096 0.615491504578176 -300 6.374203251034487 -461503.52585578227 20.737065766805536 0.6335788331163876 -400 8.49777462601196 -461099.6348919455 20.793392282841687 0.6345943938694065 -500 10.597963042993797 -460920.7718803054 20.77067362396887 0.6355283943315537 -600 12.713830293010687 -461738.75319005456 20.87461086201666 0.6443512483049748 -700 14.808132668025792 -461198.6329400556 20.87438915046812 0.6427418796790549 -800 16.92705858402769 -461277.2193066326 20.829539535896217 0.6423713706259029 -900 19.035732417018153 -461382.7984948262 20.91751954825242 0.6453027011901213 -1000 21.13279316702392 -461397.8120509304 20.70820984514509 0.6324916124832246 -1100 23.244127126032254 -461533.4191340724 21.675241874244673 0.6835042308478766 -1200 25.390301543026 -461250.28330985014 22.021284279442167 0.7003487854977832 -1300 27.516353209037334 -461636.7660385329 22.217963191247296 0.7086081032129683 -1400 29.621415876055835 -461471.2447380908 22.33991887275551 0.7153724500545252 -1500 31.72809520905139 -461476.2070636908 22.41629887952014 0.7188018501233393 -1600 33.83117258406128 -461507.9124822948 22.470197444652477 0.722588523964396 -1700 35.935097375069745 -461415.58269320626 22.509752159711816 0.7247975242025798 -1800 38.03706204108312 -461525.8351032552 22.53926033022498 0.7259852880905031 -1900 40.16495241608936 -461529.35733083595 22.558797635656433 0.7253440495260162 -2000 42.26639445807086 -461608.5567739438 22.576704054300833 0.72747869645522 -2100 44.38388979109004 -460810.4115249227 20.97969507545388 0.6389346488319273 -2200 46.53480920707807 -461646.22775586694 20.7054667621733 0.623591716490285 -2300 48.67784141609445 -460879.6905067876 20.788398589358728 0.6364680896330827 -2400 50.776830375078134 -461370.7807381112 20.850228208998608 0.641957348655893 -2500 52.87676416707109 -460732.16502670216 20.650786969276396 0.6271794367148912 -2600 54.986830584093696 -461573.63497209456 20.87684247239335 0.6449957945648095 -2700 57.114487376093166 -460967.705382693 20.82614778806271 0.6406696388412856 -2800 59.26857270911569 -461631.85177789757 20.880100760881596 0.6430523709454216 -2900 61.42454541812185 -462093.9048533554 20.85362992059981 0.6420011994041429 -3000 63.53704600111814 -461963.6302101359 20.85016969647489 0.6396479290160653 -3100 65.6513670431159 -459689.07805887266 20.461220747620317 0.6116302680721639 -3200 67.75288691811147 -459518.1966020551 19.9163069387429 0.5818585444708159 -3300 69.86483650110313 -460800.6698643648 20.500424380145862 0.6124995684458916 -3400 71.97946508409223 -460829.6756734714 20.587154846762964 0.6177623182404888 -3500 74.1186725840962 -460890.05914300407 20.707927199703583 0.6315562730973766 -3600 76.26610145907034 -461983.697791248 21.64389244743553 0.682005402584309 -3700 78.37587508407887 -462028.0299582434 22.006297864768637 0.6977169133997414 -3800 80.53468683408573 -461970.3789106687 22.209404415105134 0.7082865232360976 -3900 82.65739766709157 -462093.8825830858 22.33347019014792 0.7141336197253889 -4000 84.76434708409943 -461888.364981896 22.415116241503554 0.7184822682376056
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--- a/img/brainphantom256x256_pdps_known_dualscaling_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_dualscaling_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 7.458991603925824e-6 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.029424667009152472 478815.8877180156 0.4728121726799157 0.007393873939648631 -3 0.04358695898554288 446621.01861306693 0.8541320904970705 0.010072996745564798 -4 0.07331191797857173 400246.5976206233 1.1818011527566534 0.012073039664698679 -5 0.08814312596223317 362939.42699044186 1.4925472412903251 0.014051465408188281 -6 0.1169954169599805 323561.56825124007 1.7761864497222082 0.015115982742480386 -7 0.13146695794421248 284334.7445670818 2.083984724712945 0.015995479575748504 -8 0.1617940409341827 246317.43252711956 2.3984532997457633 0.01775300802462601 -9 0.17621249894727953 205541.18394848844 2.7254194078883742 0.01987000906395938 -10 0.2056500819453504 166760.72379936458 3.047659401876086 0.021490143444487752 -11 0.22073262394405901 129647.68974389756 3.38483165103416 0.02336657830950552 -12 0.25023349895491265 92628.68937525783 3.7181241614148997 0.026179082006162938 -13 0.2646568319760263 56425.64864111258 4.061515258347494 0.028993688389069808 -14 0.2947926649649162 20836.433660134353 4.40732646249738 0.03510883949506924 -15 0.3092432899575215 -10447.174209328285 4.747618196325444 0.03589697170627342 -16 0.338872456952231 -42515.32141731963 5.101149517948931 0.04386117251882236 -17 0.3533309979538899 -63119.92731434457 5.418751879823237 0.038486425229260726 -18 0.38261895696632564 -105541.5590402533 5.816154608941648 0.0697799959817118 -19 0.3972433319722768 -135978.0067528888 6.1832696742224735 0.08865849326642813 -20 0.42656941595487297 -165140.42845348633 6.551405598593208 0.11537748725480909 -30 0.6460802909568883 -350400.964625847 10.254553895713274 0.4480472948524359 -40 0.8662906249519438 -421329.19411009795 13.749689090507713 0.5361863559230877 -50 1.0854535839462187 -448461.76957347745 16.545919845403713 0.561111758201957 -60 1.3040628759481478 -457328.0313995502 18.289752616418966 0.5912700910568013 -70 1.5243164589628577 -459393.6253244579 19.189672613018946 0.6100606982283885 -80 1.7422732089762576 -460554.6697854429 19.664051519895654 0.6229758318346524 -90 1.9607078339613508 -460969.91655252344 19.958358234686596 0.6280277094389275 -100 2.1794170839712024 -460972.8429374658 20.16286433750038 0.631024707112307 -110 2.383851208956912 -460819.9756663424 20.28182889835419 0.6323596563905578 -120 2.6032532089739107 -461396.1571078476 20.372963420122762 0.6309302960109029 -130 2.8211496669682674 -461644.35279775906 20.30496029353259 0.6196621176027335 -140 3.039623666991247 -459669.82433511456 20.03605616783858 0.6001705381214962 -150 3.2599434169824235 -461377.35270378046 20.486447655698687 0.6274620176056287 -160 3.4781825419631787 -459580.0507116893 20.11379030880716 0.6066532546411252 -170 3.696168583963299 -461257.50699902576 20.62777850610058 0.6346811376387271 -180 3.9152012509584893 -460773.2431908192 20.501751581510604 0.6216592463738658 -190 4.1331271259405185 -460377.1688911911 20.50051644746936 0.6227511068280037 -200 4.351693667966174 -460318.23402201524 20.395684534611476 0.6153784219961699 -300 6.529022000962868 -461474.8130140242 20.7352801847634 0.6335093814404125 -400 8.694981916982215 -461069.68202049204 20.790708368997876 0.6344496899833714 -500 10.850913000962464 -460891.5380552021 20.767851301424326 0.6353979422863717 -600 13.026992833969416 -461708.6926510307 20.87160501616868 0.6442133578777001 -700 15.19843595896964 -461168.18074641726 20.871303131511645 0.6425844047058101 -800 17.365949917963007 -461247.0025275965 20.82680637872876 0.642275216497501 -900 19.540130876965122 -461352.5949219489 20.91470643832399 0.6451834225975633 -1000 21.701169793959707 -461368.207073563 20.705871796946923 0.6324081353467753 -1100 23.877596876962343 -461482.94301367877 21.59782831134988 0.6804547983325663 -1200 26.046273167972686 -461196.07190656563 21.89529875580126 0.695351975793228 -1300 28.20146191798267 -461581.75374825916 22.05797647498557 0.7022800214554449 -1400 30.343181126983836 -461415.7796921233 22.15131349974166 0.7075633892084601 -1500 32.502722001983784 -461419.7571235548 22.20611169905932 0.7100437766381722 -1600 34.653629543987336 -461451.41976794874 22.243285163550297 0.7129767882990969 -1700 36.76414687698707 -461358.69571003475 22.269733554172724 0.7145654958270448 -1800 38.89133045999915 -461468.02711054875 22.29053732340955 0.7153006248654192 -1900 41.00445283501176 -461471.51086336945 22.302629393744308 0.7143084066198495 -2000 43.117388710030355 -461551.3816673975 22.314105859243234 0.7160416940397969 -2100 45.25618321003276 -460776.03475141205 20.954106532528847 0.6378267364151339 -2200 47.389108710049186 -461616.8578864591 20.698179671294298 0.6232929064419316 -2300 49.50521750203916 -460849.94480730133 20.783907101253245 0.6362590030038515 -2400 51.59733458503615 -461340.719244005 20.84683821598235 0.6418304291650572 -2500 53.68617733503925 -460702.2744652891 20.64804326972326 0.6270398956831558 -2600 55.80447171005653 -461543.3489333875 20.87364614197037 0.6448347575445377 -2700 57.89097816805588 -460938.2183221819 20.823092840713187 0.6404984989843274 -2800 59.991070001065964 -461601.446279374 20.876892628119208 0.6429010223436173 -2900 62.09843408406596 -462063.3652945971 20.850453553284535 0.6418678044493948 -3000 64.20349112607073 -461933.3975917351 20.847361158103244 0.6395210676695535 -3100 66.31828466808656 -459659.56728269195 20.458863264811484 0.6115348679572872 -3200 68.4254074601049 -459489.04598748975 19.914914736645635 0.5817828364836369 -3300 70.54199137710384 -460772.89982956165 20.498095371031873 0.612402626074702 -3400 72.69053458608687 -460802.34275263146 20.584735637276054 0.6176447599026642 -3500 74.80276500308537 -460861.31976160425 20.705016237476364 0.6314018325413513 -3600 76.94524450309109 -461932.851046751 21.568440605773766 0.6791966812035373 -3700 79.10879846208263 -461973.8230159011 21.884764527642258 0.6931355199714218 -3800 81.28451871208381 -461915.7062584949 22.056968039369096 0.7024661733798362 -3900 83.46225454605883 -462037.9705417774 22.156093295047306 0.7071359325770814 -4000 85.64281308805221 -461832.4826507634 22.218266177302247 0.710610200112095
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--- a/img/brainphantom256x256_pdps_known_dualscaling_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_dualscaling_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.1208001524209976e-5 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.02831724999123253 479881.67219980713 0.4728297181170355 0.007394208364912869 -3 0.04224541599978693 447330.21736748266 0.8541888043615657 0.010073885125294555 -4 0.07054991598124616 400786.7377575387 1.1818877405091153 0.01207489687893619 -5 0.08460154096246697 363370.57756455505 1.4926199687959587 0.014053948598486639 -6 0.11294820797047578 323975.20904652093 1.7763551496466197 0.0151236019991403 -7 0.12683795797056518 284686.6623866544 2.084215585941204 0.01600878150195589 -8 0.15684645794681273 246623.12252570447 2.3986643359665285 0.017766476607376243 -9 0.17124162492109463 205812.93212248408 2.7256104899828637 0.019882737332241 -10 0.20051695790607482 167017.83842488955 3.0479007236639273 0.02150729880062309 -11 0.2153737079061102 129880.86433754781 3.3850536777763773 0.023380283180674383 -12 0.24406445788918063 92845.64957845422 3.7183794518407276 0.026197609466271275 -13 0.25825983288814314 56628.13989322706 4.061790680091772 0.02901273592656734 -14 0.2873505408933852 21029.354247924155 4.407621184966791 0.03514277825833945 -15 0.3014689988922328 -10262.692396776178 4.747892719008068 0.035939909836400094 -16 0.3304532488982659 -42341.27817692925 5.101416303010538 0.04389604531830129 -17 0.34488899892312475 -62948.28668622919 5.419001251120072 0.038511850775581905 -18 0.37416495793149807 -105385.00662551864 5.816405086744733 0.0698117421016361 -19 0.3885807079204824 -135829.19342549922 6.183536954228601 0.0886988142988151 -20 0.4178574159159325 -164997.13346339396 6.551721483778263 0.11546097438840255 -30 0.6361010819091462 -350313.7191715692 10.255012708519706 0.44822453213370483 -40 0.851077248895308 -421262.68878513353 13.75068182179896 0.5362419922559603 -50 1.0679654159175698 -448406.5075488567 16.547830853888026 0.5611974829198121 -60 1.285920540918596 -457283.86412787996 18.291948846328346 0.5913866479166625 -70 1.504350665898528 -459355.4469937157 19.191684599613833 0.6101531062748955 -80 1.722564540890744 -460520.262425209 19.66558738080279 0.6230224580343611 -90 1.940539831877686 -460936.9270654985 19.959479274666286 0.6280218063796332 -100 2.1580301648937166 -460941.2300176049 20.163689220180167 0.6310155112173059 -110 2.360698956879787 -460789.6975371615 20.282149254363816 0.6323609487819246 -120 2.5782805408816785 -461366.4550513124 20.373188160614625 0.63091597542022 -130 2.7958258748985827 -461615.1619055813 20.305116683850436 0.6196953059937252 -140 3.0136602089041844 -459640.69414018793 20.036199533094532 0.6001643191472283 -150 3.231230833887821 -461348.8431792835 20.486341517292157 0.627453649983402 -160 3.4491180838667788 -459551.3233485637 20.113568361010575 0.606672009061318 -170 3.6670036678551696 -461229.0029933654 20.627498082836084 0.6346532329419261 -180 3.8853786258550826 -460744.55993565614 20.501382089661714 0.6216185103978163 -190 4.1033804598555434 -460348.6171985472 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29.991105170018272 -461531.7217991018 22.541121783262508 0.7224906802918574 -1500 32.144328004011186 -461538.0614080549 22.645989855367677 0.7269938156145002 -1600 34.29991604600218 -461569.84670783684 22.72405044198458 0.7318389694902085 -1700 36.43773196300026 -461477.762231504 22.78529593879343 0.7349779065459532 -1800 38.57670933799818 -461588.98926797777 22.83279043926155 0.7369783010670452 -1900 40.718937713012565 -461592.79268081445 22.86683515558497 0.736993493713237 -2000 42.850999380025314 -461671.28307708265 22.897934782273587 0.7398119530594036 -2100 44.98484883803758 -460836.3584065706 20.972127115484568 0.6385517321211391 -2200 47.12289483801578 -461664.00439356174 20.683488347961372 0.6228742493116741 -2300 49.254885588015895 -460897.0670831059 20.760601872557586 0.6356200812247147 -2400 51.39105317101348 -461389.90432435717 20.823722311351954 0.6412977101410646 -2500 53.526180921006016 -460753.2818393501 20.6272269319427 0.6266599890458691 -2600 55.68305346299894 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--- a/img/brainphantom256x256_pdps_known_greedy_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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function_value psnr ssim -1 8.875009370967746e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.028772582998499274 477787.90502537775 0.474881350145489 0.007446706784916812 -3 0.043068708007922396 445796.5139604893 0.8563392045892859 0.010140014244119741 -4 0.07137016599881463 399630.28648164694 1.1839687719052918 0.012169042560036428 -5 0.08544658299069852 362352.9295885187 1.4946921806668705 0.014176765028011653 -6 0.11379362500156276 322983.2978668837 1.7785798513742865 0.015259610391056472 -7 0.1279981670086272 283874.7378333874 2.086210696939494 0.01614214576207136 -8 0.15658200002508238 245909.9330664781 2.4007337208906057 0.017924087250776433 -9 0.17085262504406273 205186.36580690258 2.727860624352012 0.02006209687919481 -10 0.19961779104778543 166438.22057161957 3.0502438476329297 0.021687995707120124 -11 0.21401970804436132 129339.94833053659 3.387633794214822 0.02353053242183624 -12 0.24268387403571978 92349.51308382273 3.7210213554643183 0.026384096271173545 -13 0.25733637405210175 56163.41793451092 4.064592449017077 0.029247068451172257 -14 0.28702920806244947 20589.327268742687 4.4105536018208955 0.035445692870818765 -15 0.3012140000646468 -10704.308801423429 4.750962771988851 0.03629711181209189 -16 0.3302844160643872 -42764.06247240811 5.104691776752636 0.044275663916027164 -17 0.34499633306404576 -63348.33489266113 5.422588788893109 0.03890137032980774 -18 0.37359633308369666 -105799.94272462094 5.820131808626229 0.0705633449993735 -19 0.38774462408036925 -136219.93050198903 6.18745582902326 0.08984477426423787 -20 0.4168417900800705 -165379.1810066226 6.555828557513723 0.11660197924943244 -30 0.6295492480858229 -350533.31146477 10.261104862521691 0.4509090990291388 -40 0.8435672071063891 -421384.37341525377 13.760770905572059 0.5367715299178065 -50 1.0572596231068019 -448508.12264578167 16.561831324473154 0.5616768507185164 -60 1.2715385401097592 -457367.6518744297 18.304591354340534 0.5920602039193352 -70 1.48640320712002 -459427.58662295796 19.201122996102878 0.6107329458456907 -80 1.7004540411289781 -460583.3876703253 19.67117432682113 0.6232513944879996 -90 1.9142562491470017 -460995.31601619645 19.960899880824773 0.6278455379725596 -100 2.129859665146796 -460997.4171955656 20.161812976259313 0.6308444099755677 -110 2.3310014571470674 -460842.5104306236 20.273715923006172 0.6317122492470526 -120 2.5472612491284963 -461418.32396805997 20.36350388847638 0.6301413226922864 -130 2.763978999108076 -461665.5095108739 20.295144041408278 0.6190815788505846 -140 2.9779436651151627 -459693.4910713445 20.024659838166382 0.5991804751950489 -150 3.1917565821204334 -461394.7099176501 20.467816699169603 0.626542691905718 -160 3.407289749098709 -459601.4032299323 20.103114896270085 0.6062325839342748 -170 3.6221600410935935 -461273.1945508822 20.60150488796047 0.6335706081285106 -180 3.836550625099335 -460791.3863588986 20.474005080338188 0.6205869136196456 -190 4.052754792122869 -460394.3546733801 20.471688083746127 0.6214866584838913 -200 4.274022083118325 -460340.324049501 20.37343142719761 0.6148152349785981 -300 6.416236791119445 -461487.31775097514 20.699927060435993 0.632506964105056 -400 8.546468457119772 -461081.2496257523 20.743720339823092 0.6329976533720505 -500 10.686527332145488 -460902.66365448193 20.721534338639707 0.6339208835597449 -600 12.837084915139712 -461721.6348957348 20.827796703748472 0.6431411757030019 -700 14.97894949914189 -461182.8015565137 20.831756176070986 0.6415821453682623 -800 17.109473874152172 -461261.86635108304 20.787046265294773 0.6410629777595157 -900 19.250070540147135 -461366.4325537632 20.87470480206253 0.6441467415198197 -1000 21.38179258213495 -461384.3091481187 20.6735478614814 0.6314221363358903 -1100 23.507064416160574 -461531.3016470175 21.659047902927426 0.6830312744612064 -1200 25.651739874185296 -461249.49397636566 22.01240931903927 0.700009353647822 -1300 27.783712040167302 -461636.41076265025 22.21298748941351 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--- a/img/brainphantom256x256_pdps_known_greedy_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/brainphantom256x256_pdps_known_greedy_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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function_value psnr ssim -1 8.66700429469347e-6 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.029332792008062825 479921.54080657416 0.4761492260032401 0.0074792445280011735 -3 0.04383837501518428 447109.19866494264 0.8577371259580486 0.010175773307050273 -4 0.07330475002527237 400637.2724018151 1.1854319074316122 0.01223300273415025 -5 0.08790545904776081 363092.9419327402 1.4961215195798494 0.0142510406670114 -6 0.11724133405368775 323679.3869972869 1.780405603885882 0.015352921908327424 -7 0.13180250106961466 284485.207058332 2.0881400355961386 0.016256647335201678 -8 0.16135608506738208 246437.93592561313 2.40264411727485 0.018038035379682578 -9 0.17585341905942187 205659.38235754718 2.7298010456504507 0.020193925775838808 -10 0.2051831690769177 166891.6113916241 3.052414602008005 0.02184028088352601 -11 0.22046175209106877 129742.16039128213 3.3898798021773584 0.02365410285945125 -12 0.24980583507567644 92728.24827427015 3.7234227993660625 0.026547012522038577 -13 0.2643006690777838 56516.28116823599 4.067152117713482 0.02946616796616925 -14 0.2942474610754289 20931.65778776852 4.413242505956615 0.03573522912163139 -15 0.3087362110672984 -10383.973398178128 4.753642210371263 0.036601987198590986 -16 0.33844741905340925 -42465.09502158791 5.10744561618832 0.044542138924201884 -17 0.35312558605801314 -63039.291822620784 5.425435584832197 0.03919152961087554 -18 0.38293917005648836 -105548.88670880771 5.823059059708996 0.07108023628875716 -19 0.3976375870697666 -135976.88697023288 6.1905522810675295 0.09059716565567277 -20 0.4272722950554453 -165147.8627300267 6.559208016852772 0.1174566648104348 -30 0.6492460450390354 -350385.2181843441 10.266073182267693 0.4529231186967992 -40 0.8704782120184973 -421248.4915874634 13.769667990472044 0.5372414748899466 -50 1.0918210870295297 -448396.6446297207 16.575594824862588 0.5622054099829944 -60 1.3132396710279863 -457279.5910498878 18.31846153476645 0.5928696237484212 -70 1.5350229210453108 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0.6205557802648878 -200 4.418476505030412 -460280.01084354246 20.35773103315416 0.6141593123499258 -300 6.626197255012812 -461422.31557548646 20.67636135168259 0.6316764826292836 -400 8.839581005013315 -461012.80090644857 20.71145192689123 0.6316001261421866 -500 11.050908880017232 -460835.8429650002 20.68851512285231 0.6325741382715038 -600 13.270747922040755 -461653.93248699897 20.797323483544016 0.6422271864860429 -700 15.476401881023776 -461114.8343725485 20.803511113713526 0.6406115691662113 -800 17.68183904804755 -461195.03410860884 20.75913359599103 0.6400878942786078 -900 19.88025421506609 -461298.8994553215 20.847764691262128 0.6432919147489524 -1000 22.07185392305837 -461319.5447433184 20.65165160630064 0.6306647085908379 -1100 24.255778548045782 -461432.3932693488 21.501473482679923 0.6766433491346774 -1200 26.4092133390659 -461144.1600931547 21.768194675264922 0.690002832579683 -1300 28.55730938105262 -461529.85939102876 21.908786322260013 0.6958901731572086 -1400 30.72475142305484 -461363.7899983177 21.9856485540859 0.7001872627030986 -1500 32.867706548044225 -461367.1119460843 22.02884937235135 0.7020509640114054 -1600 35.021311923046596 -461398.72465499345 22.057291847767253 0.7044194233066798 -1700 37.17717725606053 -461305.6991993762 22.077606377510257 0.7056279754963721 -1800 39.308988923061406 -461414.1561079999 22.095201769284913 0.7061465118255889 -1900 41.43397571507376 -461417.80034007464 22.103208331153297 0.704942379582894 -2000 43.56831925708684 -461498.16840060364 22.11051715711063 0.7064537407635283 -2100 45.71716104808729 -460725.76396822877 20.87220777210378 0.6339064979093612 -2200 47.846644340083 -461562.23564607836 20.62829367284417 0.6205875101547423 -2300 49.96475967310835 -460794.05656142416 20.709591142485053 0.6335127384842805 -2400 52.09129025612492 -461287.3167971662 20.77730677264327 0.6399591037537536 -2500 54.21227404710953 -460654.02665969223 20.585700353245105 0.6253884872974416 -2600 56.347603172122035 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21.911282723670308 0.6962692004926012 -3900 84.6105577981798 -461985.35399666295 21.994249620242734 0.7001091977871565 -4000 86.8103898811678 -461780.1480866832 22.04449440882453 0.7030638534684892
--- a/img/brainphantom256x256_pdps_known_noprediction_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_noprediction_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.1541007552295923e-5 559998.953614435 -0.02636674332749045 0.0041734697881560985 -2 0.027616000006673858 518827.4002462839 0.21134075804147523 0.004007742442506268 -3 0.04052224999759346 478344.37803729513 0.46481118371101016 0.004565156635909654 -4 0.06784933299059048 437093.5869218883 0.7172052241062268 0.004234833051352896 -5 0.0807628329785075 396581.55224154855 0.9539738628125238 0.0033060920320736728 -6 0.10808262496721 357304.65240824426 1.209477022781996 0.0032459833777980698 -7 0.12097441696096212 318426.61552151403 1.472775520741332 0.00344289902838102 -8 0.14825320895761251 279757.2212360662 1.7366746639635946 0.0023694699394545644 -9 0.16119641697150655 241152.21735651308 2.015609433256051 0.003485280542441272 -10 0.18932958296500146 202764.75517704414 2.295930445667795 0.003684557358989926 -11 0.20225995796499774 166086.69217382607 2.5797662932969754 0.0013983266370187978 -12 0.22959458295372315 129803.41835883449 2.8661116051361923 0.0017157439944194548 -13 0.24251662395545281 94146.34834942027 3.1632247548297636 0.0028893636229548863 -14 0.26981220694142394 60185.42793470416 3.446739660781147 0.0018322975918006674 -15 0.2827377069625072 26739.85240326962 3.7777770694631236 0.006662911398912008 -16 0.309999748977134 -4629.98639858857 4.066826742942244 0.005091455996453972 -17 0.3232075819687452 -33995.64590252421 4.300824304216193 0.00169334510628877 -18 0.3506056239712052 -64288.51131951346 4.6808120141246565 0.008729604790134954 -19 0.3635495829512365 -92726.36249593802 4.983176303330904 0.009144688384921242 -20 0.3909607909445185 -119938.28997997986 5.288591101399005 0.010522634096459153 -30 0.5919326239381917 -315161.10763181874 8.235705957594863 0.08545839929931426 -40 0.7936422909260727 -406757.34265378874 10.952952999111023 0.264021327890105 -50 0.9937325829232577 -441194.1232091922 12.674354859585517 0.37396027449657193 -60 1.1960722909134347 -452935.4815378011 14.05539297480975 0.43540578403126273 -70 1.3962951659050304 -454957.0561195121 14.367025265209943 0.4489237504117005 -80 1.5977601239283103 -456151.2627966907 14.702430516545576 0.47021340979380244 -90 1.7991557909117546 -458039.32888059516 15.438778090361925 0.48377147099372925 -100 1.9993857079243753 -458316.9310306303 15.840180521554688 0.49928237469427234 -110 2.1850767079158686 -456143.59705997125 15.451559216059394 0.47768921007735377 -120 2.3875956659321673 -457737.80678471614 15.871365830443287 0.4859581631334232 -130 2.588110415934352 -457509.1591194181 15.996971937325997 0.47584082918611836 -140 2.7890285829198547 -456090.74364978046 16.216322568105557 0.4731746510265076 -150 2.9905358329124283 -458993.15829468146 16.847949936238894 0.5059813256933409 -160 3.190939332911512 -457713.4663373942 16.989567254692567 0.49509159267178754 -170 3.391958915919531 -459156.7035745433 17.21066477695157 0.5139337822148409 -180 3.592418290936621 -459127.97540026193 17.42704355421599 0.5155432550445023 -190 3.7923043329210486 -458711.98819744436 17.610624262563285 0.506383300436148 -200 3.9938822909316514 -459010.22327903385 17.79068907137251 0.5150080278462339 -300 5.9883927909249905 -461012.1200925229 18.99636478076196 0.5564770119570854 -400 7.981530040910002 -460336.7784422217 19.169933876059314 0.5683739223285462 -500 9.97149879092467 -459114.45934146346 18.464616462972316 0.5561191035733966 -600 11.96215208194917 -460893.2226976666 18.840956307539226 0.5728499812258918 -700 13.95314620694262 -460189.7843224694 18.803288002875792 0.5588921980248358 -800 15.944619247922674 -458949.72677008464 18.20154633078313 0.5527221023889135 -900 17.9340567899053 -460303.84085535136 18.9289335489653 0.5709461616456424 -1000 19.92811316490406 -460833.3125643158 19.22088865699274 0.5752088477882376 -1100 21.92186920691165 -461508.32172620064 20.903309564603255 0.6504205345622505 -1200 23.91627133192378 -461279.7216561075 21.56194638491774 0.6783565604198232 -1300 25.90610712292255 -461680.3062796356 21.953005139960506 0.6943958336003815 -1400 27.895890664920444 -461520.78146488755 22.213520818862595 0.7068499884644358 -1500 29.888497664913302 -461531.03419275326 22.39403043407676 0.7146002827774045 -1600 31.878280664910562 -461564.65275770763 22.529567574569697 0.721932501285715 -1700 33.87488374891109 -461474.0700837265 22.63300784647445 0.7270144913711211 -1800 35.866709706926486 -461586.21598541585 22.711739374764072 0.7305327506706052 -1900 37.859679039916955 -461590.7978707508 22.769447149488027 0.7318170635702146 -2000 39.84915820689639 -461669.72793403704 22.817589869331727 0.7355761212437737 -2100 41.84504191487213 -459339.926867483 17.944188892331873 0.5419227572257679 -2200 43.842153622885235 -461129.9940895181 18.875696610830623 0.5538975605290976 -2300 45.837401455879444 -460014.2204560808 18.805105654908868 0.5700277228009988 -2400 47.830875371873844 -460425.3435965114 18.73316803471811 0.5572267067431569 -2500 49.82739170486457 -459752.83171543654 18.7702495053372 0.555121223709649 -2600 51.82014116286882 -459734.0017496178 18.32854344805313 0.5381744474067603 -2700 53.81454720484908 -460320.77300398157 19.446861581063786 0.5836724847027528 -2800 55.808992162841605 -460176.3702235349 18.696879134631953 0.5515418432296789 -2900 57.81283099585562 -459456.8826434269 18.18147816514063 0.5440423474529117 -3000 59.80880849584355 -459499.68897596904 18.044074094126973 0.5499564077523926 -3100 61.80208295484772 -459245.5325002471 19.086084395860997 0.5583647232225508 -3200 63.79931874686736 -459277.3573907162 18.91014557146334 0.5505498237190045 -3300 65.79169445484877 -460131.8375352297 18.921631073864614 0.5572232375804358 -3400 67.78488232987002 -457744.0423022476 17.869989658783844 0.5356850662036776 -3500 69.7773259128735 -460160.4660503277 18.875199381050283 0.5686976624721379 -3600 71.76696445487323 -461945.0145164328 20.755263943857578 0.6449869677414344 -3700 73.7596889968845 -462053.0019481556 21.474314561651035 0.6727771577798245 -3800 75.75189908090397 -462011.00310885784 21.8984730976374 0.691916079806675 -3900 77.74541858088924 -462142.937005797 22.17936436396235 0.7040693738422639 -4000 79.73614433087641 -461941.36393265397 22.37693255992714 0.7133218752033663
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--- a/img/brainphantom256x256_pdps_known_noprediction_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_noprediction_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 7.499998901039362e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.027392791991587728 520530.870463891 0.21206741550356306 0.004011763030691591 -3 0.04032858400023542 479985.8368318991 0.4663308950867685 0.004574691264828214 -4 0.06776616699062288 438673.3897938882 0.7195881726740667 0.004248131432570155 -5 0.0806483750056941 398096.90506932477 0.9572820306501764 0.0033185673268244804 -6 0.10795720800524577 358753.0812446605 1.213803188498757 0.0032617276795959844 -7 0.12083804100984707 319803.76206136314 1.4782130573365877 0.0034637155035860167 -8 0.1480742910061963 281054.7065820969 1.7433168966793522 0.0023884058621807137 -9 0.16094287400483154 242364.87745857172 2.023565721070737 0.0035113667305756587 -10 0.18817570700775832 203882.28699976287 2.3053111621379934 0.0037153834569130044 -11 0.20107454003300518 167102.53971932502 2.5907101054391504 0.0014215566657160852 -12 0.22827495701494627 130708.37467803882 2.878719647103553 0.0017473641654045932 -13 0.24116879000212066 94928.59062117501 3.177622121775929 0.0029341038537563048 -14 0.26850012299837545 60839.54148341778 3.4630272317860786 0.0018744720016096936 -15 0.2814390400017146 27264.721034679984 3.796196521798074 0.006773964975820862 -16 0.3086632490158081 -4245.77969848381 4.0873750298498 0.005206999592546855 -17 0.3218367070076056 -33747.833814727004 4.323337831540398 0.001778486612477689 -18 0.34975608202512376 -64174.24768509745 4.706084450788128 0.00899564575588497 -19 0.36271604005014524 -92737.60331175382 5.010938028871835 0.009513206426156972 -20 0.3901843320345506 -120067.41039135329 5.318981358069066 0.011085212922876408 -30 0.5954704570467584 -315746.1942847589 8.297337779321772 0.09271699619493276 -40 0.8014624150528107 -407017.78266570024 11.057719738918998 0.27657124828767965 -50 1.0065846650395542 -441171.17660338327 12.815058139593404 0.3847467355526497 -60 1.2133112070441712 -452820.6992331579 14.243712397270961 0.4446997422275714 -70 1.4188539160531946 -454846.17996091873 14.571914396643828 0.4569011983005828 -80 1.6254644160508178 -456079.1841640098 14.926062713688141 0.478912216100132 -90 1.8248776660475414 -457996.92442521313 15.719345891666343 0.49308884382510343 -100 2.0252518330235034 -458302.09490080207 16.14845397475363 0.5094411970675139 -110 2.2120233330351766 -456174.2969518729 15.720073020529586 0.4866280177574167 -120 2.411957167030778 -457784.37145470426 16.159784473973577 0.49485216593751336 -130 2.611702917027287 -457572.927780753 16.28179346685444 0.4845204733035019 -140 2.8123948340071365 -456164.3567261998 16.497253044474736 0.48147982156166935 -150 3.0121579999977257 -459055.40283440665 17.163089661412094 0.5159470579455723 -160 3.211642375012161 -457772.57691079704 17.306091185525187 0.5039505458241422 -170 3.4124848330102395 -459222.3024026213 17.533392399313154 0.5238901302409257 -180 3.6120526659942698 -459187.9366404675 17.743624642992405 0.5252546515104065 -190 3.8126501250080764 -458767.1021743071 17.92834096382889 0.5159041227220037 -200 4.0126757500111125 -459062.42995950405 18.10017688821087 0.5250623402993604 -300 5.997012458014069 -461008.24518443976 19.246291231428334 0.5694446652674443 -400 7.991836375003913 -460323.1141507816 19.288888405423986 0.5755707032804991 -500 9.97516450000694 -459119.922754881 18.496593174892368 0.5594615645316354 -600 11.969736291997833 -460835.6919411478 18.857198610534386 0.5763808707785094 -700 14.007171541976277 -460141.2237245469 18.852426092329438 0.5635060351168601 -800 16.01030924997758 -458932.4253019166 18.188664222443556 0.5545149403755596 -900 18.021704541984946 -460280.2986701431 18.951522931381522 0.5732961462398796 -1000 20.007491416996345 -460792.6303104337 19.257243133077104 0.5776464432253751 -1100 22.00448800000595 -461445.45187062793 20.94584751352056 0.652914360096078 -1200 24.03432158299256 -461219.4533854995 21.585505313131698 0.6802418506733003 -1300 26.02518279198557 -461621.7266319394 21.93391484717701 0.6946204964403497 -1400 28.024397874978604 -461462.5889903576 22.148021441484936 0.7052851212796574 -1500 30.019189082988305 -461471.1301179847 22.28247506711291 0.711652816715506 -1600 32.04167058298481 -461504.40488798975 22.372154872072798 0.7172670708068869 -1700 34.0250668329827 -461413.33191349363 22.436085556141244 0.7207620160858309 -1800 36.023497999995016 -461524.29217828397 22.482218179933252 0.7228304670673408 -1900 38.017824916983955 -461528.33272297896 22.51357582323644 0.722919525775275 -2000 40.00033483398147 -461607.7135888349 22.539840804414904 0.7255484806685252 -2100 41.98530279198894 -459281.75414725277 18.025835527211747 0.5464400202477273 -2200 43.97091537597589 -461093.2110290225 19.047972603532827 0.5614701056493945 -2300 45.95654020897928 -459975.84019264486 18.88360716262732 0.5737296007615795 -2400 47.96479183397605 -460386.8684691104 18.81290258577932 0.5614262394430742 -2500 49.95945604197914 -459725.04777559603 18.857897959802806 0.5605885276996079 -2600 51.96820933397976 -459702.98100995633 18.35265797538008 0.5415867387243142 -2700 53.9674101669807 -460297.45896365546 19.513762378699656 0.5872493201873015 -2800 55.96272387597128 -460161.3174441715 18.71458728512711 0.5536405086532002 -2900 57.97251075098757 -459466.8969991279 18.197186236192326 0.5454479520012276 -3000 59.978143541986356 -459482.3468816678 18.016772273041106 0.5508689542807944 -3100 62.09218191698892 -459200.7747675715 19.154788752992758 0.5628239646535916 -3200 64.234035417001 -459242.3011468117 18.975492336324386 0.5555391872418787 -3300 66.412120708992 -460096.73195519444 18.974177162604498 0.5605069155977577 -3400 68.61117045898573 -457729.72478505666 17.837461748261795 0.5367819087628174 -3500 70.82053733398789 -460108.88446760486 18.884348621496684 0.5710911279681508 -3600 73.02428891698946 -461878.0293521962 20.806836105938388 0.6476695327307788 -3700 75.23888608397101 -461992.3075567792 21.521403780006082 0.6751528404434636 -3800 77.45018454198726 -461953.156448564 21.907216521285097 0.6929851687313527 -3900 79.66850587597582 -462084.3403574424 22.136274337106062 0.7035520007911169 -4000 81.87820100097451 -461882.6361696941 22.282260647962147 0.7112144403647047
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--- a/img/brainphantom256x256_pdps_known_noprediction_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_noprediction_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.749986929818988e-6 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.028203083988046274 522230.4121426869 0.21279333631592212 0.004015782672267686 -3 0.041571167006623 481619.3631436144 0.46784761512442186 0.00458424595326561 -4 0.06978720898041502 440241.3411652271 0.7219640607429758 0.004261470852131475 -5 0.0831427089869976 399596.84641435475 0.9605771160065125 0.0033310742177269153 -6 0.1113377089786809 360182.7230184093 1.2181080333204446 0.003277542257450899 -7 0.12470233396743424 321158.8309147503 1.4836185817708007 0.0034846615050913984 -8 0.15294237597845495 282327.72745036945 1.7499138574564652 0.002407495253489737 -9 0.1663254179584328 243551.5715412255 2.0314605280591898 0.0035377242658122705 -10 0.1945667509571649 204971.3052367428 2.3146112405493287 0.0037465857650616345 -11 0.20793895894894376 168087.6077063319 2.6015506187766366 0.001445223920697655 -12 0.23616591695463285 131581.95842499935 2.8911981929368222 0.0017796048358759112 -13 0.24975687597179785 95678.00703163183 3.191860397111857 0.0029796778285004354 -14 0.2780378349707462 61461.746567909475 3.47912397356731 0.001918121675735854 -15 0.29176345994346775 27755.830565708828 3.8143838193720923 0.006887807405694318 -16 0.3201446269522421 -3893.401121197153 4.107650269227293 0.0053264253518978365 -17 0.33399250195361674 -33532.87057718799 4.345534238015767 0.001871913170431168 -18 0.3622470019327011 -64090.021422350655 4.730985732776082 0.00927972036213337 -19 0.3756835439126007 -92778.98444563332 5.038279724886831 0.009910620610891228 -20 0.4044333779020235 -120223.47153768972 5.34888531669436 0.01169538908342028 -30 0.6132007119012997 -316341.0958823532 8.357635065591127 0.1003391769802894 -40 0.8219775448960718 -407280.41832160804 11.160242715041793 0.2887203887738666 -50 1.0305977948883083 -441170.4307744398 12.953531639294782 0.39497702744138197 -60 1.237591211887775 -452746.2199993733 14.429765327349909 0.45337045236288603 -70 1.4473810038762167 -454786.5545682434 14.772252616086908 0.4645442965768186 -80 1.6552954618819058 -456060.9388641407 15.140290546108087 0.48706626532067243 -90 1.8681718778971117 -458005.4595382606 15.985904447503854 0.5016162924270622 -100 2.07758825289784 -458332.28433385736 16.432883586094643 0.518465675603389 -110 2.2723452939244453 -456244.8001112888 15.959814198927171 0.49431958167987833 -120 2.4808666279132012 -457859.89652541955 16.409669673105153 0.5021904512040554 -130 2.6883220859162975 -457658.4330316825 16.52268047581972 0.4920403244913355 -140 2.8991401279054116 -456250.66166186373 16.72711190633072 0.48831333625252016 -150 3.1062863779079635 -459122.6466961021 17.41561388739212 0.5241584455564836 -160 3.315143377898494 -457838.8221641652 17.55702711176346 0.5113511766154799 -170 3.522398460889235 -459288.09449293814 17.782500296587504 0.5316024643325038 -180 3.7317859609029256 -459245.02460634016 17.98284849116627 0.5329505723636522 -190 3.9397985858959146 -458819.1750288819 18.162845071003414 0.5237019940793066 -200 4.146887252893066 -459107.29637756816 18.323311168994614 0.5334750342902224 -300 6.203741794888629 -460997.77597588877 19.384257982696994 0.5773520879001242 -400 8.266204669896979 -460297.5832697261 19.326303502041068 0.5785684566341357 -500 10.320481878879946 -459112.306252804 18.50342630019859 0.5608502003769228 -600 12.366652670898475 -460787.600547811 18.87865662223903 0.5786598988574547 -700 14.39197358788806 -460099.6290365436 18.890632711295087 0.5664768083369967 -800 16.410606670891866 -458909.6969265966 18.169656857871946 0.5551597909916686 -900 18.43487117087352 -460256.09744240245 18.95909469466928 0.5744824222288933 -1000 20.438566128868842 -460757.3889281838 19.28255265306516 0.5794103421405931 -1100 22.447750253864797 -461392.27842845 20.941380926139786 0.6534063313853199 -1200 24.44307308687712 -461165.7136774857 21.538875156253404 0.6792303756504747 -1300 26.473579045879887 -461568.3221977633 21.847858494458343 0.6920818672122613 -1400 28.48964442088618 -461408.6543519856 22.018547137817738 0.7006724190244622 -1500 30.494022254890297 -461415.52933596604 22.1158221043029 0.7052011844930486 -1600 32.49083650490502 -461448.7091727102 22.177464191585088 0.7094243711634876 -1700 34.490654462890234 -461356.95833429316 22.21995122891297 0.7118903937760854 -1800 36.48231975486851 -461466.86940096895 22.251813923293916 0.7132176152167666 -1900 38.466594421857735 -461470.67210924195 22.27174980381048 0.7127223315498099 -2000 40.453065713867545 -461550.6675872017 22.28816779282282 0.7147312803380866 -2100 42.46963921387214 -459237.22029328096 18.107917370358763 0.5501779366438704 -2200 44.46098704688484 -461066.44632157026 19.18100184623154 0.5675513457538064 -2300 46.47050121286884 -459943.5562971577 18.931355413443796 0.5758428830839777 -2400 48.52939867085661 -460354.0166790928 18.865081951625026 0.5637310439759535 -2500 50.57449767086655 -459698.0172977293 18.90617159242285 0.5635546334273343 -2600 52.61958746286109 -459669.880748081 18.361453882574658 0.5432155412088934 -2700 54.63434887884068 -460269.61794375296 19.526725273852495 0.5881579787201829 -2800 56.64962629484944 -460143.1212110824 18.728094516206617 0.5551444911398384 -2900 58.68925583685632 -459469.73063015373 18.195745514717288 0.546451052601687 -3000 60.71743204485392 -459455.4044809856 17.995290539777876 0.551119461453353 -3100 62.750620711856754 -459164.5105180494 19.20894005690558 0.5659268156589001 -3200 64.74787037886563 -459212.9589219852 19.022346322695977 0.558533388309909 -3300 66.73720171186142 -460065.1604373697 19.002485865640864 0.5620524774619229 -3400 68.74477333686082 -457698.43636588176 17.804722959645595 0.5371617189640575 -3500 70.7534115028684 -460068.47931994154 18.90952236354945 0.5733104157508768 -3600 72.80703483585967 -461823.8510147284 20.82700509179545 0.6487762017422679 -3700 74.81133021085407 -461939.7948459078 21.50196277430135 0.6750930586595953 -3800 76.82884762785397 -461900.771589917 21.838908940723908 0.6912482612030622 -3900 78.83785746185458 -462030.3345486128 22.02280869345352 0.6999280944832776 -4000 80.86260125384433 -461828.1447743712 22.13314917578639 0.7059597851425212
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--- a/img/brainphantom256x256_pdps_known_noprediction_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_noprediction_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.166018571704626e-6 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.028202833025716245 523926.0364209317 0.21351851240197253 0.004019799987541865 -3 0.04162058304063976 483245.0236139763 0.4693613135979432 0.0045938070393532 -4 0.07047012401744723 441797.5439671186 0.7243328725883622 0.004274835807043116 -5 0.08382316600182094 401081.61382842937 0.9638591090368822 0.0033436123404211654 -6 0.11244324900326319 361593.49543775123 1.2223915488404213 0.0032934209308508955 -7 0.12581237399717793 322491.80302005814 1.4889920700911525 0.003505720874476014 -8 0.15483829099684954 283576.19702463347 1.7564654888021325 0.0024267177682847935 -9 0.16847204099758528 244712.098438437 2.0392937187551534 0.00356432413297146 -10 0.19765195800573565 206031.8814501682 2.32383032603295 0.0037781216628429057 -11 0.21130716701736674 169042.26287949926 2.6122876015066017 0.0014693114336109263 -12 0.24027645902242512 132424.0600731025 2.903546773061918 0.0018124603386700652 -13 0.2538203760050237 96396.68710551923 3.205939337156443 0.0030261223430406033 -14 0.2820467510027811 62051.5528874835 3.4950279130313904 0.0019632317355541603 -15 0.2958419169881381 28215.355776214026 3.8323378836446804 0.007004601463467288 -16 0.32424887499655597 -3572.419277458048 4.127650405968843 0.005448251702030085 -17 0.3376936659915373 -33349.121196662876 4.367412082438091 0.0019742262157258625 -18 0.3663964580046013 -64035.718353906064 4.755511332301376 0.009581874062421893 -19 0.37983033299678937 -92848.01883326934 5.065189741103864 0.01034140253468932 -20 0.4085233329969924 -120407.89234020142 5.378300419648627 0.012353340779787524 -30 0.6187396659806836 -316938.1883672513 8.416570172403476 0.10822502834108497 -40 0.8283137499820441 -407544.71817725233 11.260476634742249 0.30034296354221485 -50 1.038004500005627 -441191.99001890334 13.089408153982472 0.40463055931947967 -60 1.2465527090243995 -452709.0833145495 14.61256221381566 0.46136296345827116 -70 1.4572892500436865 -454771.0230843682 14.967631200137738 0.4718147276934251 -80 1.6666180830507074 -456085.99579523207 15.344423744224136 0.49444705319949045 -90 1.8806929580459837 -458051.1503559795 16.23726307652731 0.5093003620129546 -100 2.091072667040862 -458391.48151983984 16.692714376928908 0.526213998396347 -110 2.2873658330354374 -456334.91419409733 16.17126850964455 0.5007382957963303 -120 2.495690166048007 -457945.6759083076 16.624420836012202 0.5082653787691673 -130 2.7065644570684526 -457745.92052232113 16.725142008875025 0.4982646552902247 -140 2.9160279990755953 -456333.94200900494 16.91553390690286 0.493895339019698 -150 3.123566707072314 -459184.4885057824 17.617281925616098 0.5309343584619322 -160 3.332700123079121 -457897.3596464773 17.75571262508229 0.5172035526576583 -170 3.540425164072076 -459344.19532250456 17.97560142792901 0.5375239122401061 -180 3.748944747057976 -459292.8930503021 18.165609435715552 0.5393484599706178 -190 3.9599639970401768 -458861.17754794285 18.33578809944114 0.5300022724484631 -200 4.169113789015682 -459143.685658249 18.486398083350153 0.5409384710860784 -300 6.229665455000941 -460978.92657916626 19.463567743898633 0.5818521578380125 -400 8.292877454980044 -460267.6106957868 19.33949828910768 0.5799665107640387 -500 10.349343579960987 -459100.1655744206 18.505684230063043 0.5617135543287441 -600 12.410720954969293 -460746.18336562475 18.9019461392127 0.5803357640970563 -700 14.466692246962339 -460059.76022756065 18.91767213362293 0.5678520538082183 -800 16.52180520494585 -458874.9276458219 18.147799893228004 0.5553256923747589 -900 18.57712691294728 -460231.911540191 18.96293317304504 0.5752616798589846 -1000 20.63122049596859 -460725.3587049916 19.299442648157417 0.5803536446941447 -1100 22.68277145398315 -461344.75967433315 20.918980166532847 0.6531692370708505 -1200 24.712006786983693 -461115.98086155293 21.474060845908937 0.6772395075522313 -1300 26.706109828985063 -461518.1343977251 21.741517049584424 0.6879840085612807 -1400 28.71232095398591 -461357.6950729881 21.880740436974904 0.6948968553597735 -1500 30.706591411988484 -461363.31297578855 21.958353698205173 0.6984143216169009 -1600 32.70427820298937 -461396.4536541244 22.006242440450453 0.7017180589583859 -1700 34.69767174497247 -461304.2502619315 22.039699676945062 0.7036513255579334 -1800 36.67854778698529 -461413.2342511399 22.065871259407096 0.704593949894285 -1900 38.65873020296567 -461417.15101515467 22.07997010971456 0.7037149459264208 -2000 40.6440414939716 -461497.62494715495 22.091703835136695 0.7054644726065264 -2100 42.62745266096317 -459199.8887442621 18.17933044315606 0.5531830186550972 -2200 44.61833541095257 -461044.5990391365 19.274006400082712 0.5716812596599377 -2300 46.60035936895292 -459913.7002263213 18.960543732693317 0.5768254186915276 -2400 48.58351099395077 -460323.7277240528 18.903784284583857 0.5654574303711546 -2500 50.56591732794186 -459671.11602936324 18.935186531076155 0.5648598911697367 -2600 52.55634328594897 -459638.333330639 18.372005157503622 0.544210073715195 -2700 54.54362632794073 -460239.5650984061 19.520816756905198 0.5881560151147665 -2800 56.5254809949256 -460124.3223310338 18.74078751851268 0.5561916311000084 -2900 58.50678353692638 -459466.5061112715 18.186799588864396 0.5469585147519052 -3000 60.51412170394906 -459426.09490797337 17.983027766230343 0.5511990749529055 -3100 62.51693328694091 -459132.54830025684 19.250727113524235 0.5684267196612132 -3200 64.49977553694043 -459185.1319074949 19.05689781115761 0.5603675854290519 -3300 66.50963503695675 -460035.2219269329 19.02234998655454 0.5630073291224362 -3400 68.5725835369667 -457661.4066210271 17.778589082914902 0.5372576249785955 -3500 70.61311757896328 -460032.9979074477 18.93476482963897 0.574888249118352 -3600 72.66525216196897 -461776.6053701969 20.822824913343663 0.6487830120521957 -3700 74.67997311998624 -461891.1723377908 21.448771823645437 0.6735708207322336 -3800 76.67676437000046 -461851.0741979814 21.742302238937686 0.6877821940370992 -3900 78.69431945300312 -461979.09645858954 21.89419925338237 0.694857326541838 -4000 80.7099565359822 -461776.63198815036 21.981263202478658 0.699613140605402
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--- a/img/brainphantom256x256_pdps_known_primalonly_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_primalonly_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.362498733215034e-5 559998.953614435 -0.02636674332749045 0.0041734697881560985 -2 0.02784554098616354 476637.35912192235 0.47267920025842847 0.007391754948748003 -3 0.041244540974730626 445197.7947481975 0.8540720863234396 0.010069591451451773 -4 0.06904329097596928 399148.83304854366 1.1817876128730762 0.012067979032692038 -5 0.08244441598071717 362057.34112770046 1.4925445085252673 0.014048663581902442 -6 0.11008258195943199 322712.0276680034 1.77625688092415 0.015113954262856466 -7 0.12350737297674641 283613.942531232 2.0841034085453805 0.015997034260319107 -8 0.15137403999688104 245692.6887982395 2.3985638099617166 0.017752176084650434 -9 0.1647218319994863 204991.2014572536 2.725536206825913 0.019868554868042693 -10 0.192437498975778 166249.2978845601 3.0478886908498932 0.021496579449602808 -11 0.205797206988791 129185.61702440766 3.385058820207485 0.023370880491656944 -12 0.2336025409749709 92203.74685047589 3.7184541719575357 0.026191260906605833 -13 0.24706212399178185 56025.27350298222 4.061921750086968 0.02899817938262596 -14 0.27482458198210225 20461.21758546986 4.407828903050753 0.035128934545417295 -15 0.2881886239920277 -10803.835451415036 4.748127372773057 0.03593677250031736 -16 0.31598945800215006 -42847.47513523618 5.101695794560708 0.04389137899125017 -17 0.32935162499779835 -63443.03086125404 5.419338240571236 0.038525443219608387 -18 0.35718479100614786 -105849.34578828198 5.8167690134808305 0.06991085698562982 -19 0.3704934990091715 -136270.28729403834 6.18398950960363 0.08887967661497398 -20 0.39825449901400134 -165423.9498583278 6.5522365427921105 0.11559522628463147 -30 0.6036216650390998 -350573.8956128067 10.256017481392474 0.4488015606315464 -40 0.8078587070631329 -421450.4933523644 13.752475400285118 0.5363463569506601 -50 1.0131478320690803 -448565.9078563955 16.549782624811098 0.5612579634887314 -60 1.219132957077818 -457413.77144058904 18.29261865964377 0.5914725586549482 -70 1.4242339570773765 -459467.16001480375 19.191430899016197 0.610261019676593 -80 1.628582707082387 -460619.61631071015 19.66434193789005 0.6229644137988117 -90 1.834326957090525 -461031.0386310068 19.956398383022776 0.627803601691895 -100 2.0403210820804816 -461031.13346871175 20.159135779817227 0.630741857396114 -110 2.2310876240953803 -460875.74331417785 20.27523472254238 0.6318715477288588 -120 2.436164790095063 -461450.2475751854 20.36413428421689 0.6303173218704683 -130 2.6420754150894936 -461697.6980984421 20.29720805229376 0.6191836439919975 -140 2.847974540083669 -459724.2421457958 20.027421845526327 0.5994916723929916 -150 3.053096415096661 -461427.2499585363 20.47259842608105 0.6267595721326389 -160 3.257866915082559 -459633.46127603634 20.107912575821327 0.6063536965936422 -170 3.4632560820900835 -461305.8989554447 20.60744054689911 0.6337971522556158 -180 3.669635540107265 -460823.3785132904 20.48138582818285 0.6208835347608487 -190 3.874398415122414 -460426.2850959753 20.47889956978143 0.6217922978560577 -200 4.078688207111554 -460370.9770649099 20.380778268882427 0.6150258549859013 -300 6.118503416102612 -461520.1376735285 20.70880961871906 0.6325514839724236 -400 8.155699208116857 -461116.24131294305 20.75656769628761 0.6333643365930558 -500 10.192763667117106 -460936.683348056 20.733395906811815 0.6342673215053536 -600 12.246076500130584 -461755.4454213588 20.83835424322887 0.6431341639349641 -700 14.302084750146605 -461216.4835107925 20.841205597404322 0.6416098140941502 -800 16.340288000152213 -461295.9977181666 20.79793714920456 0.6411942690991013 -900 18.398094333155314 -461400.0677499938 20.883949797762426 0.6440362068034247 -1000 20.44767337513622 -461416.8657634884 20.68173142246717 0.6314792278695214 -1100 22.49863491713768 -461588.1847619136 21.739560272029053 0.6853997285028702 -1200 24.571823583130026 -461309.6783841132 22.144193399933002 0.7043563936452136 -1300 26.638367000123253 -461696.888455064 22.38344112962733 0.714285377264023 -1400 28.6956044161343 -461531.70410181576 22.540770399427323 0.7224340698755756 -1500 30.74302745811292 -461538.05449086736 22.645864804974526 0.7269549321108091 -1600 32.788170124113094 -461569.84094938164 22.72407969885808 0.7318112774335912 -1700 34.84249912411906 -461477.7612231863 22.78539312208317 0.7349524412817143 -1800 36.89821208210196 -461588.9884935569 22.8329513456417 0.7369587678028388 -1900 38.959518665098585 -461592.7915392147 22.867055422906244 0.7369801819508492 -2000 41.02157912310213 -461671.28494592634 22.89815904497654 0.7398011114615928 -2100 43.08711653909995 -460836.5429331339 20.97280086513432 0.6383892738854783 -2200 45.140766581112985 -461662.63731138944 20.679595343746477 0.6225348046167729 -2300 47.18438574808533 -460896.4318020762 20.75675276002409 0.6353095491499551 -2400 49.25304383109324 -461388.4795449203 20.817256212980976 0.6408292491449734 -2500 51.30997299711453 -460752.1507607577 20.622606972880625 0.62638038478049 -2600 53.35904570511775 -461590.6152649233 20.838921663380848 0.6436822455613906 -2700 55.413077538105426 -460984.9326845244 20.791739415696547 0.6396629252393182 -2800 57.451073121104855 -461649.6280823049 20.844840605857016 0.6418022359694735 -2900 59.52025820410927 -462111.7301477763 20.81824818388245 0.6407750592454109 -3000 61.57589291210752 -461980.35959904495 20.813427975481243 0.6383245494698039 -3100 63.62265437009046 -459709.25462360156 20.430860715066178 0.6104528798986557 -3200 65.6799219120876 -459542.04862854624 19.90164077519999 0.5816407949088012 -3300 67.73195774509804 -460816.1629657935 20.469083956654607 0.6113765177168107 -3400 69.78927820309764 -460843.63436738896 20.55242485248078 0.6164338205648605 -3500 71.83943599509075 -460907.08966585406 20.67517585158097 0.6306037845625683 -3600 73.88942099511041 -462038.7018278711 21.703228135665636 0.6836132840214901 -3700 75.97925149509683 -462087.4079842227 22.120189477145065 0.7011464160108352 -3800 78.0274011620786 -462030.12746266456 22.364756970963285 0.7133359233565696 -3900 80.08979612108669 -462154.87912725785 22.52437596511985 0.7205670193348057 -4000 82.16952887107618 -461949.3815315335 22.634326310508794 0.7260937418260256
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--- a/img/brainphantom256x256_pdps_known_primalonly_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_primalonly_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.415983757004142e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.030749166005989537 477680.397345021 0.4726471684408935 0.007391363917083196 -3 0.045588458015117794 445904.3860085457 0.8541599527624693 0.01006979171856906 -4 0.07592187402769923 399681.3677583085 1.181965605751772 0.012069788261175638 -5 0.09077079003327526 362478.51260571275 1.492698133779293 0.014052620637906929 -6 0.12160779003170319 323116.3309646931 1.7766406376920196 0.01512863007554914 -7 0.1364782480231952 283959.62693412084 2.084634767165375 0.01602461735201811 -8 0.16718812301405706 245991.7949915964 2.399048048802981 0.01777848865112338 -9 0.18201504001626745 205261.68116779646 2.7259819146624027 0.0198928671550234 -10 0.21358712401706725 166512.76720928695 3.048484582012936 0.021532990727437577 -11 0.2284047490102239 129423.52195965033 3.385616645509007 0.02339917084037043 -12 0.25908779102610424 92430.72145725321 3.719120102676909 0.026235138135556363 -13 0.2739251240273006 56234.45633965816 4.06265979353628 0.02904285143897236 -14 0.30462654001894407 20664.24094726918 4.408670596923166 0.035219079051320976 -15 0.31957158201839775 -10609.381395861095 4.748935426912668 0.03604844848787439 -16 0.3504191660322249 -42661.59035355207 5.102505281821897 0.04398840820235446 -17 0.36524299904704094 -63255.65798127333 5.420140839248237 0.038603570951246294 -18 0.3960326650412753 -105685.50779722535 5.817603557628814 0.07007435392424803 -19 0.4108435400412418 -136113.33182701285 6.184913540940782 0.08911463336812551 -20 0.4416858730255626 -165273.28286469943 6.553314331399049 0.11593650820431345 -30 0.6691826650057919 -350483.0019432482 10.257701767457563 0.44966262724791584 -40 0.8977807480259798 -421376.3696287504 13.755998333379935 0.5365639566579641 -50 1.126997373008635 -448506.1817156033 16.55585110058356 0.5615250996648822 -60 1.3573274560039863 -457367.278568895 18.298713480854506 0.5919224753440784 -70 1.587885664019268 -459426.4882717257 19.19678185696968 0.6107271206636833 -80 1.8165665390260983 -460582.16714712046 19.668164221450816 0.6231754868361841 -90 2.045430206024321 -460994.3581329876 19.95844973973615 0.6276943480195302 -100 2.273259956011316 -460996.05744529155 20.159705389263966 0.6306193343645952 -110 2.4837922060105484 -460842.6671235732 20.273275564218256 0.63164131061065 -120 2.7119761219946668 -461417.385214917 20.36072863701677 0.630007391405238 -130 2.940203121979721 -461665.4660065767 20.293345111364772 0.6190438098421256 -140 3.1677167049783748 -459692.7824968839 20.02349060492928 0.599184680141652 -150 3.3947454129811376 -461394.24818732595 20.465030921427505 0.6263037242655456 -160 3.6232799549761694 -459601.54683266685 20.103084853065205 0.6061660433587956 -170 3.851793704990996 -461272.5478199133 20.596458900839565 0.6332099258788542 -180 4.079346496990183 -460790.29285982205 20.46982947996957 0.6203140590949733 -190 4.305637455981923 -460393.1500874451 20.466489672479852 0.6212235905681449 -200 4.530728997982806 -460339.3084401261 20.370181767563107 0.6145768096913627 -300 6.754097539989743 -461485.3614342907 20.692062460221745 0.6318770427444349 -400 8.979927039996255 -461079.8071521986 20.734956392948103 0.6324710297825391 -500 11.190726123022614 -460901.2263000063 20.710913093423684 0.6333472593914683 -600 13.401504164008657 -461718.9832284724 20.81695904698924 0.6424006746895787 -700 15.594332956010476 -461179.56224915 20.820102321469275 0.6407905476791653 -800 17.774851040012436 -461260.68717863254 20.77865508062578 0.6404572206467483 -900 19.95233458201983 -461363.57467234455 20.86372709664447 0.6432793041810991 -1000 22.133819666021736 -461382.1738991737 20.66568004660494 0.6308858166157971 -1100 24.305347123998217 -461530.9182575682 21.655390865122865 0.6827350108798891 -1200 26.45305345702218 -461249.3433554145 22.010792114065772 0.6998542961654229 -1300 28.594300457043573 -461636.34264641884 22.212349649320466 0.7082882509972074 -1400 30.740633540030103 -461471.0447201709 22.33671066164062 0.7151614332208986 -1500 32.8759546240326 -461476.0966191066 22.414328932732875 0.7186539924000441 -1600 35.008345916023245 -461507.84034008486 22.468877132163282 0.7224816721872414 -1700 37.13606066603097 -461415.52910419164 22.50890141212637 0.7247210937097316 -1800 39.255182750028325 -461525.8074746094 22.538688852399122 0.7259340964098775 -1900 41.374793250026414 -461529.332214506 22.558363223291927 0.7253043709097429 -2000 43.4898561250302 -461608.5364723388 22.576345183073926 0.7274453508996068 -2100 45.600828500028 -460798.63694839977 20.938046288504218 0.63656683137989 -2200 47.66588137502549 -461626.8012585868 20.657439279230168 0.6215289075965023 -2300 49.73420629100292 -460860.60337970284 20.736301980115265 0.6343957598347814 -2400 51.817351582983974 -461352.2100266137 20.796374803916144 0.6400986819368212 -2500 53.87817212397931 -460717.3587848333 20.604913499875668 0.6258168449440267 -2600 55.92532595797093 -461553.5809320311 20.815509553363807 0.6428260520826519 -2700 57.95500404096674 -460949.52043074305 20.77040390160846 0.6389166545074605 -2800 59.981950040964875 -461613.11011076963 20.8234747171629 0.6410440047273354 -2900 62.01221695798449 -462075.06543931685 20.79658819941795 0.6400555106379036 -3000 64.04199791597784 -461943.6376375339 20.791911500339147 0.6375032694531415 -3100 66.0718586659641 -459674.9842983623 20.411271271429342 0.6097147817219313 -3200 68.10194095794577 -459509.4832587055 19.89026562792709 0.581414393751555 -3300 70.13330870796926 -460782.64825368853 20.450413379545985 0.610574634570523 -3400 72.1690729999682 -460810.0942876778 20.533007992925235 0.615526647958307 -3500 74.21155837495462 -460872.63050879457 20.65528584387166 0.6299293023453928 -3600 76.24969191694981 -461980.6096635467 21.620343000726994 0.6810593228375359 -3700 78.31283991693635 -462026.97517798195 21.993853277190112 0.6970740522457501 -3800 80.37395679194015 -461969.90536607994 22.202584849812126 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--- a/img/brainphantom256x256_pdps_known_primalonly_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_primalonly_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.1416996130719781e-5 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.027969208982540295 478723.86635741394 0.472614316916481 0.007390950701247952 -3 0.04138429198064841 446609.11112007604 0.8542534085296956 0.010070229902135195 -4 0.06907050000154413 400212.5521294223 1.182157012069232 0.012072309200388077 -5 0.08258220800780691 362898.2297963329 1.4928609753526136 0.01405688655153932 -6 0.11079316600807942 323518.3653354468 1.777019464404555 0.015142925401845865 -7 0.12437520798994228 284303.01439888566 2.085161258934029 0.016051413524515147 -8 0.15283320800517686 246288.3373402894 2.3995274193779057 0.017804162796283263 -9 0.1666248330147937 205528.49188343948 2.7264220371171715 0.019915993586429696 -10 0.19550987402908504 166772.6632505268 3.0490575401786084 0.021566592844316487 -11 0.2092884160229005 129659.92783665891 3.386152939236541 0.023425353347655054 -12 0.2380187910166569 92655.77068662681 3.719746054441953 0.026273795955601614 -13 0.25187379101407714 56441.589052720075 4.063352887172254 0.02908460055966324 -14 0.28092845701030456 20864.868133207037 4.409469395742472 0.03530258368410493 -15 0.2946922070113942 -10416.74148512728 4.749697831345213 0.03615008036416433 -16 0.3234319160110317 -42477.84204140522 5.103266241805367 0.04407482175628345 -17 0.33723516602185555 -63070.337297614016 5.420894590513371 0.038671257529147775 -18 0.36596408201148733 -105523.77513876763 5.818396526111193 0.0702255818438765 -19 0.37984533203416504 -135958.70458176133 6.185791004982363 0.08934450534422858 -20 0.4077442900452297 -165124.66547075234 6.554334251939668 0.11627737931121589 -30 0.6136708730482496 -350392.6622369389 10.259267643256749 0.45047883885783624 -40 0.82341995605384 -421303.9127842722 13.759333910933595 0.5367777287636595 -50 1.0327229140675627 -448448.3939904807 16.561592037409522 0.5617676915900466 -60 1.243159705074504 -457322.1361262212 18.304396335723876 0.5923110638304869 -70 1.45113916308037 -459386.6370526964 19.20170138056132 0.611123217089754 -80 1.6614027040777728 -460545.6349042846 19.671534693366752 0.6233511840425825 -90 1.8731394960777834 -460958.55090008094 19.960187325226478 0.6275585110392166 -100 2.082457830081694 -460961.76024366653 20.160038878467624 0.6304646436345803 -110 2.276240330073051 -460810.39763043064 20.27167216496915 0.6314250198417443 -120 2.4893671220634133 -461385.3373383841 20.357658865070526 0.6297257996218593 -130 2.7025286630669143 -461633.91212114727 20.28950824123649 0.618895086117552 -140 2.913505455071572 -459661.6746927151 20.019524260854467 0.5989227745242516 -150 3.119934205082245 -461362.1713702133 20.45767379462715 0.6258399495810821 -160 3.3275364960718434 -459570.41321647767 20.0982260455574 0.605945132600692 -170 3.537113955069799 -461240.16975068813 20.586131821318347 0.6326292588154661 -180 3.7488110800914 -460758.0965295466 20.458896240915045 0.6197426489008615 -190 3.9550359970889986 -460360.77198140696 20.45449192403316 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--- a/img/brainphantom256x256_pdps_known_primalonly_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_primalonly_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 6.541988113895059e-6 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.028598583972780034 479767.79081317846 0.4725805895185553 0.007390520849807125 -3 0.04230470897164196 447311.88610633253 0.8543522605730434 0.010070897206036938 -4 0.06994341796962544 400742.03151101933 1.1823611122076518 0.012075488166981932 -5 0.08372083396534435 363316.2480551129 1.4930326960382905 0.01406172802791799 -6 0.11247062595793977 323918.00531252107 1.777390888186576 0.015157019493246729 -7 0.12630066796555184 284643.8389803837 2.0856803877157795 0.016077804592049043 -8 0.1549420009541791 246582.53273664557 2.4000004410784816 0.01782941618479579 -9 0.1687113759398926 205790.80121382014 2.7268564503497235 0.01993796577127766 -10 0.19735900091473013 167027.836289112 3.0496076691978447 0.021596967446818265 -11 0.2111072089173831 129893.72926449643 3.3866680613952687 0.023449157768083775 -12 0.23970758391078562 92877.66677149477 3.7203351620662306 0.026307411083642 -13 0.2535049169091508 56645.530108664265 4.06400426887502 0.029123101768130856 -14 0.2831251669267658 21062.368154960026 4.410222965270169 0.03537991282516976 -15 0.296880125941243 -10227.384113214423 4.750416276959662 0.03624109127636443 -16 0.3256809589220211 -42298.339176093075 5.103981258611529 0.04415354908579572 -17 0.33945825093542226 -62890.40751351866 5.421603828570053 0.0387326100760103 -18 0.368043042923091 -105365.8652120626 5.819140795198181 0.07036937219571023 -19 0.3818204599083401 -135807.52609026985 6.1866143661415185 0.08956558299708117 -20 0.41045916790608317 -164979.24441912354 6.555290473337654 0.11660888271017758 -30 0.6179573339177296 -350303.053664494 10.260709569594326 0.4512442992315437 -40 0.8287337509100325 -421233.12819506414 13.762461846680212 0.5369751775495705 -50 1.0394433758920059 -448392.3134153097 16.56700518009705 0.5619915416853828 -60 1.2465871258755215 -457278.07657181035 18.30967557015488 0.5926371094112792 -70 1.4552344178664498 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--- a/img/brainphantom256x256_pdps_known_proximal_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, phantom_ρ = 100, save_prefix = "img/brainphantom256x256_pdps_known_proximal_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.25000461190939e-6 559998.953614435 -0.02636674332749045 0.0041734697881560985 -2 0.029035667015705258 476702.3999876519 0.4736890264940851 0.0074078534592577835 -3 0.04385950000141747 445151.4481718742 0.8550663013597882 0.01010294007468283 -4 0.07300341699738055 399133.27899208653 1.1827770219107538 0.012120605310117936 -5 0.08786016699741594 362008.4855032445 1.4936496364619263 0.01411402225321938 -6 0.11680654197698459 322654.3503474456 1.7773415133048265 0.015180179866191456 -7 0.13160895896726288 283565.40985823533 2.0849445745208834 0.016056959011475136 -8 0.16060195898171514 245646.0334588395 2.399551420737132 0.017831241019007488 -9 0.17540287598967552 204949.45601712886 2.7266725854195832 0.01996743703556237 -10 0.2043553759867791 166198.75281774256 3.048934201364329 0.021586229639314482 -11 0.21914800099330023 129139.83227267055 3.38629931788309 0.023463913526352458 -12 0.24898762599332258 92146.48981368991 3.7196063990592005 0.02628638442116191 -13 0.2637879589747172 55969.75909607799 4.063119787839123 0.0291595348765065 -14 0.2927376259758603 20402.351838801358 4.409062290691955 0.03525977460462214 -15 0.3076033339602873 -10873.969340725318 4.749566106401687 0.036084415880783025 -16 0.3369116669637151 -42928.91544535525 5.103328697163116 0.044076540386587454 -17 0.35172399994917214 -63525.556235502176 5.421253993373715 0.038745691661673715 -18 0.3809049579722341 -105948.6933970444 5.818765235944866 0.0703554550624216 -19 0.39570637498400174 -136377.61731976288 6.186038498219217 0.08956216080503844 -20 0.42473954198067077 -165541.97554229252 6.554205172526113 0.11615938447927442 -30 0.6460121249838267 -350648.2549096943 10.258824175687966 0.4501141373552548 -40 0.8665228329773527 -421468.089218312 13.756716788849403 0.5364913055768086 -50 1.0872767489636317 -448573.47643583163 16.555396138498402 0.5611676253524074 -60 1.3082574989530258 -457417.8536520089 18.297517821711008 0.5911608168747564 -70 1.5291949149686843 -459470.92348895833 19.193238748369296 0.6096673157502177 -80 1.7499865819700062 -460621.6345669247 19.661466388442868 0.6223294402338269 -90 1.971698123961687 -461032.3905852317 19.949734982905074 0.6271998581882117 -100 2.1924066659703385 -461029.7169623344 20.146783952248583 0.629716192384679 -110 2.4004639579798095 -460872.4185433884 20.260791383825442 0.6308848234729219 -120 2.621559499966679 -461446.6328197424 20.346392625203297 0.6294244730535569 -130 2.8433849579596426 -461693.2754711352 20.28424894327953 0.618749345596139 -140 3.066550749965245 -459726.78951810824 20.019602933954314 0.5995944228894794 -150 3.2910687499679625 -461423.2056702522 20.451826635780144 0.6259477122072603 -160 3.515915415948257 -459631.40511938627 20.098040243485084 0.6062835235383089 -170 3.7397873329464346 -461300.0178988426 20.578317709443557 0.6326277546942092 -180 3.9613202079490293 -460819.9929916063 20.45515235649507 0.6200189619946171 -190 4.181550499954028 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22.373184078092287 0.7140875046042392 -1400 30.739504958881298 -461532.060447717 22.53327339722152 0.7223438466197112 -1500 32.94195437588496 -461538.6328266802 22.640227457251804 0.7269184999698559 -1600 35.147573417867534 -461570.39979150286 22.719460443849783 0.7318081471035895 -1700 37.32171300187474 -461478.2880634861 22.781911836912393 0.7350081597576864 -1800 39.529310834856005 -461589.6973758689 22.83036748998034 0.7369972607890444 -1900 41.72529770983965 -461593.3157013211 22.864685101755235 0.7370869252314568 -2000 43.929937501845416 -461672.062019953 22.895891268729272 0.7399227241661679 -2100 46.11643445986556 -460831.29395805806 20.936662399543998 0.6369015618657763 -2200 48.3090147098701 -461655.8055382073 20.64523631901625 0.6214557969374217 -2300 50.505537125864066 -460888.7439540354 20.719644310526093 0.6340752176739488 -2400 52.70069054188207 -461378.7613495 20.773491251355875 0.6390824101918089 -2500 54.89738570788177 -460745.52557162923 20.59091357192212 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83.59339433291461 -462030.6164721507 22.354595356880775 0.7131423049886483 -3900 85.83075062491116 -462155.1903594393 22.51666247477873 0.7205039944188413 -4000 88.00754766690079 -461949.80336541944 22.628432061240154 0.7260688222455439
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--- a/img/brainphantom256x256_pdps_known_proximal_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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3916, 1121, 1498, 1878, 1547, 1025, 1640, 1424, 3742, 1863, 3724, 3836, 3843, 1540, 3632, 1405, 3670, 3980, 1343, 1059, 1671, 3873, 1049, 1735, 3767, 1630, 3779, 1821, 1464, 3588, 3978, 1786, 1455, 1851, 1979, 3545, 1856, 3760, 3717, 1832, 3639, 3535, 1805, 3528, 3872, 1892, 3781, 3730, 3543, 1365, 1053, 3796, 3899, 1788, 3752, 1920, 3866, 1122, 3936, 1945, 1586, 1984, 1898, 3701, 3604, 3838, 3921, 3583, 1512, 1107, 1247, 1787, 1033, 1855, 1651, 3638, 1087, 1882, 1188, 3941, 1077, 3513, 3999, 1692, 3820, 1619, 1359, 1742, 1253, 1609, 1593, 1590, 3970, 3516, 1131, 1569, 1501, 1017, 1772, 1874, 3912, 1654, 3864, 1223, 1241, 3661, 3668, 1150, 1768, 3961, 1250, 1632, 1280, 1884, 1712, 1575, 1105, 3521, 1433, 1202, 1481, 3656, 3689, 1938, 1954, 3860, 1213, 1641, 3902, 1557, 1158, 3629, 1796, 3552, 1320, 3945, 3575, 1688, 1803, 3958, 1790, 3810, 1154, 1292, 3603, 3785, 3967, 1992, 1800, 3694, 1382, 1308, 3949, 3994, 1275, 1674, 3869, 1940, 1369, 3673, 1691, 1518, 3889, 1071, 1897, 1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, phantom_ρ = 100, save_prefix = "img/brainphantom256x256_pdps_known_proximal_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 7.208000170066953e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.029386874986812472 477772.60352856905 0.47416210950828774 0.007415531622632549 -3 0.04420633299741894 445831.54201752564 0.8556395922189581 0.010119589144049099 -4 0.07331924999016337 399652.6986019082 1.1834220640538975 0.0121473521051133 -5 0.08836183298262767 362400.4389922261 1.494333619204808 0.014149753113820093 -6 0.11764654098078609 323024.03425067704 1.778254249533942 0.01522774635184404 -7 0.13247116599814035 283882.8640395682 2.0858838868164566 0.016114624787739226 -8 0.1616962069820147 245919.64670498838 2.4005183696836827 0.017897547454711907 -9 0.17658429098082706 205195.3352253661 2.7276762982458527 0.020041397138472895 -10 0.2055951239890419 166431.96416691126 3.0500610179333396 0.021669226677280964 -11 0.22041212397743948 129350.44266024753 3.387480496295 0.023541047843757906 -12 0.24945612397277728 92339.67907049721 3.7208727047749894 0.02638172254501852 -13 0.26427566597703844 56147.77029549168 4.064487757284027 0.02929538506547372 -14 0.29331962496507913 20572.118110416806 4.410528453062292 0.03540857231991382 -15 0.3081306659732945 -10717.21148112784 4.7510965050743 0.03626512680470327 -16 0.3384145409800112 -42786.43826475472 5.10495633423716 0.04426236117452481 -17 0.3533202069811523 -63384.87202863484 5.4230117332797025 0.03893011155319675 -18 0.38246474898187444 -105837.90759620132 5.8205728962821714 0.07071721320744478 -19 0.39733216498279944 -136277.43848340202 6.18796899455673 0.09007742956462768 -20 0.4263431649596896 -165454.1526176333 6.556268797608462 0.1167238847931111 -30 0.645438123960048 -350596.48582448537 10.261929469722748 0.4515319317673516 -40 0.8636804159614258 -421404.5116904354 13.762296794871032 0.5367584291902869 -50 1.0820691239496227 -448518.3978258499 16.564121685319297 0.5614030823582099 -60 1.3005964159383439 -457373.9085048995 18.30588057221346 0.5914100338476127 -70 1.5189499579137191 -459432.86409579293 19.19921858592214 0.609679583569413 -80 1.7374591249099467 -460585.59002685547 19.66333186496991 0.6220467099606226 -90 1.9560254999087192 -460996.87652548985 19.947649623108553 0.6266827743602128 -100 2.173608874902129 -460994.3826579701 20.140385260812828 0.6290103992314371 -110 2.378357624897035 -460837.70738044876 20.25010008894009 0.6300870357362052 -120 2.5969945419055875 -461412.0924345887 20.332815310297896 0.6285638546521161 -130 2.8144480418995954 -461658.89207825245 20.272447037818814 0.6182707705242505 -140 3.03174116689479 -459697.5887098162 20.010457281062187 0.5991754925400398 -150 3.248936666874215 -461388.0745708661 20.432047592212626 0.6249815949447837 -160 3.4659844998677727 -459598.46030530456 20.086587765554206 0.6060105063583754 -170 3.682812124839984 -461263.03743456514 20.55083790223796 0.6314303911125991 -180 3.8998824578593485 -460785.1983080981 20.428615008101904 0.6190426413310206 -190 4.116731790883932 -460386.24951323256 20.425940217084047 0.6199531030423062 -200 4.333990249899216 -460332.37921665737 20.328014325985503 0.6132154651987625 -300 6.510508208884858 -461470.7027605368 20.63198556687535 0.6297499279720288 -400 8.689072999870405 -461068.78618832177 20.676103651816092 0.6304578785624024 -500 10.872397541883402 -460889.52990054723 20.65336294609731 0.6313994099699308 -600 13.04934995790245 -461705.69892908004 20.7511004631057 0.6399725002028397 -700 15.216933290910674 -461165.2126459676 20.7517820270491 0.6380474790019816 -800 17.381680123886326 -461245.2000950096 20.714654637638752 0.638138517691965 -900 19.5476342489128 -461349.7385930514 20.79399066338013 0.6406764080286608 -1000 21.74007312388858 -461368.10407306807 20.605447117399546 0.6289342386097674 -1100 23.924216457875445 -461527.83026946115 21.616291773315723 0.6817806732254383 -1200 26.09317041587201 -461248.647813059 21.98721232568007 0.6993059160637243 -1300 28.260992207884556 -461636.5369824387 22.197349355010175 0.7079662332492418 -1400 30.429287915903842 -461471.7551362793 22.326098831792347 0.714994318112899 -1500 32.5962968749227 -461477.0226392162 22.405944486933382 0.7185020441894621 -1600 34.76356783290976 -461508.7001345785 22.46188308603088 0.7223598761565722 -1700 36.94523666691384 -461416.29635482014 22.503393805210333 0.7246931297489942 -1800 39.1128853749251 -461526.79680164054 22.535319903902668 0.7259730883269055 -1900 41.295438707922585 -461530.28649795457 22.555507666566527 0.7254438064507713 -2000 43.46189366694307 -461609.84374154016 22.57423108919398 0.7276674269361936 -2100 45.65475829193019 -460790.5980782592 20.882845551605985 0.6342910307319234 -2200 47.82176862593042 -461616.32627589116 20.604385686471993 0.6197987399008086 -2300 49.99434533395106 -460848.1997743013 20.67723909016766 0.6324957287172485 -2400 52.1647558749537 -461337.6764989341 20.728983824634383 0.6374979506212082 -2500 54.331151999969734 -460707.1907771798 20.55463800214148 0.6241803058581371 -2600 56.500439666968305 -461541.28551366477 20.754409053805468 0.6406513388218529 -2700 58.66917033394566 -460935.4430990912 20.708950402739337 0.6366894086388818 -2800 60.88020183396293 -461599.3130413398 20.755683434617033 0.638431925728777 -2900 63.04865087597864 -462060.66440661007 20.732091954982465 0.6376257718833535 -3000 65.21420025097905 -461931.5317004886 20.73139839092415 0.6351303235745192 -3100 67.39173433399992 -459670.6183546943 20.373206920737836 0.6084590027724093 -3200 69.56313725101063 -459507.5774207035 19.87401427579497 0.5815126734639297 -3300 71.73393629200291 -460772.1549017727 20.401709350018148 0.6095554652807589 -3400 73.92400345901842 -460797.7804659181 20.480097357608685 0.614274134915554 -3500 76.1067618750385 -460861.64256642124 20.597212522349935 0.6278432623094587 -3600 78.2815276660258 -461978.03524543456 21.585960742251714 0.6802457280868743 -3700 80.45292812405387 -462026.5804320709 21.973028053232863 0.6966235300338117 -3800 82.62317233305657 -461970.6727958898 22.188329138762313 0.7076371472070837 -3900 84.7941199990455 -462094.1608076924 22.318997047023824 0.7137776150322142 -4000 86.97895983204944 -461888.7879098893 22.40499723244197 0.7182709936334599
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--- a/img/brainphantom256x256_pdps_known_proximal_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, phantom_ρ = 100, save_prefix = "img/brainphantom256x256_pdps_known_proximal_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.208997314795852e-6 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.02912275100243278 478839.64546806616 0.4746343772855547 0.007423191550118712 -3 0.04398237599525601 446507.59743633814 0.8562108604554385 0.010136235965406852 -4 0.07303554299869575 400167.6488076236 1.1840638534927825 0.012174050469588629 -5 0.0880686680029612 362787.90545734484 1.49501333850777 0.01418542375275382 -6 0.11725433502579108 323387.7239062619 1.7791597796146275 0.015275236260770611 -7 0.13208383505116217 284195.00887967093 2.0868156476253907 0.016172256692559037 -8 0.1610971680493094 246188.358290901 2.401476921664967 0.017963864139791758 -9 0.1759393350512255 205436.58494332607 2.7286705498933532 0.02011526934129273 -10 0.20559529305319302 166659.88858756062 3.0511762614112206 0.021752157646948968 -11 0.2204027520492673 129556.41767937598 3.3886482584700484 0.023618208278679942 -12 0.24941071003559045 92528.21914575665 3.722123873649954 0.026476223626121717 -13 0.26421633502468467 56321.2701802887 4.065838015311937 0.029431835707516195 -14 0.2932384190207813 20737.141250331388 4.411974773226 0.03555297734391176 -15 0.3080567940196488 -10564.367461150161 4.752602212503581 0.03643909160300724 -16 0.33783991902600974 -42647.30284100188 5.106556560958817 0.04444155231148236 -17 0.35279108604299836 -63247.55307394409 5.4247361603015225 0.039112474808827284 -18 0.38256166904466227 -105730.115467401 5.822348551451243 0.07107249226381596 -19 0.39735491905594245 -136180.05411071982 6.189864661850839 0.09056709103814087 -20 0.42635350304772146 -165369.44393974353 6.558294642146956 0.11726548811289159 -30 0.6494821700325701 -350547.1526992722 10.264970781056025 0.4528999493197329 -40 0.8708067120460328 -421343.5488377603 13.767715503548425 0.5370094185195955 -50 1.0888759200461209 -448465.8042954619 16.572504762319998 0.5616250844899766 -60 1.308580878045177 -457331.9084540178 18.313780398907674 0.5916182698857849 -70 1.5262017530330922 -459396.46697578614 19.204691013743297 0.6096215274885372 -80 1.7462172110390384 -460551.04373003234 19.66468336161593 0.62168897140696 -90 1.9678123770281672 -460962.7453078999 19.945031330167488 0.6260957854721657 -100 2.184723960031988 -460960.31864081806 20.133533827790423 0.6282699193730792 -110 2.3947401260375045 -460804.1847973632 20.238962241936605 0.6292606279758076 -120 2.617019710043678 -461378.64651609975 20.318721289669757 0.6276657769982238 -130 2.8387197520351037 -461625.5584382656 20.2597131283401 0.6177231064203069 -140 3.059896502032643 -459669.1011843126 20.00025015158462 0.5986654300797203 -150 3.2768834180315025 -461353.87835009943 20.411624682051773 0.6239649945040456 -160 3.494232335011475 -459566.38551192574 20.074082132534933 0.6056372699252903 -170 3.7177616680273786 -461226.97954394517 20.52336287964841 0.6302416561646178 -180 3.943570751027437 -460751.2557117686 20.402176667116315 0.6180891296163313 -190 4.169205459038494 -460351.7280517628 20.3990335110627 0.6189357919991882 -200 4.391255667025689 -460299.275337602 20.301991662419713 0.6122425329874197 -300 6.554483459010953 -461431.8487544805 20.59407042691994 0.6282824912400324 -400 8.736519250989659 -461029.3174310733 20.6335547290286 0.6288498433295564 -500 10.958460417983588 -460850.637916787 20.610867563773645 0.6297752339450142 -600 13.125950833957177 -461665.7863182212 20.70699242632582 0.6384892909310917 -700 15.310857041942654 -461124.84484495263 20.70760218421437 0.6363379716311948 -800 17.479971458931686 -461205.43928826554 20.67284589796 0.6366866648054528 -900 19.653682917938568 -461309.79759255535 20.74989489491594 0.6390993715935089 -1000 21.834239375952166 -461329.7766585315 20.567721906087332 0.6276404595809781 -1100 24.005956458946457 -461474.983236017 21.51979659251216 0.6782025065153683 -1200 26.173388083960162 -461193.75736870914 21.8514122001571 0.6939794036717877 -1300 28.337121666962048 -461581.28591208084 22.03176996675282 0.7014336887725795 -1400 30.52392837498337 -461416.48731623293 22.134454019977788 0.7070792591429622 -1500 32.6990929999738 -461420.7851887064 22.194273230800633 0.7097229184164006 -1600 34.88427820795914 -461452.393956365 22.233484670366753 0.7126639007937632 -1700 37.065141707949806 -461359.65825446224 22.26266901692647 0.7143938360497855 -1800 39.24909241593559 -461469.3388341785 22.286386720557203 0.7152950913531786 -1900 41.4882467489515 -461472.7880771026 22.299625633679476 0.7144509495856519 -2000 43.696011165942764 -461552.97970494867 22.311809774604715 0.716286368234632 -2100 45.93157737393631 -460750.4497438295 20.827306301276085 0.6316830613099522 -2200 48.1558433319442 -461577.67067991494 20.5629518172362 0.6180559946091699 -2300 50.35970953994547 -460808.7020835183 20.635135826130323 0.6309062315403804 -2400 52.60181466495851 -461297.7033023953 20.68522044602245 0.6359381909954054 -2500 54.818972498964285 -460669.87516387884 20.51825934752066 0.6229951400502556 -2600 57.053254790982464 -461501.36223233416 20.71032906112986 0.6390855931289572 -2700 59.22159833298065 -460896.20895959245 20.666712043578187 0.6352132096314398 -2800 61.44473183300579 -461559.2112633702 20.711140605293096 0.6368506127745588 -2900 63.63291220800602 -462020.3009242911 20.68842811740086 0.6361190618468229 -3000 65.80046170798596 -461891.55403813574 20.688323264238306 0.63348778771919 -3100 67.9885538329836 -459635.61765110045 20.339523078714286 0.6071126566107001 -3200 70.16799924997031 -459475.5757203825 19.854773635122264 0.5810923913122348 -3300 72.33179116697283 -460735.73891212116 20.365498213880674 0.6083106151157398 -3400 74.51854791698861 -460760.54374976293 20.44103467344298 0.6128114667358785 -3500 76.73295445900294 -460824.3060911457 20.556684365410515 0.6264640540890752 -3600 78.94666833401425 -461924.8925115768 21.491753415579446 0.6768808362557507 -3700 81.10614875002648 -461971.6678571752 21.84231977498073 0.6917467933664176 -3800 83.30102754200925 -461915.9762844585 22.030784364676936 0.7016760988153131 -3900 85.46943495800951 -462038.296150148 22.13882784518422 0.7067336228020327 -4000 87.62698287400417 -461833.0794348696 22.206571364081306 0.7103394303436182
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--- a/img/brainphantom256x256_pdps_known_proximal_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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3916, 1121, 1498, 1878, 1547, 1025, 1640, 1424, 3742, 1863, 3724, 3836, 3843, 1540, 3632, 1405, 3670, 3980, 1343, 1059, 1671, 3873, 1049, 1735, 3767, 1630, 3779, 1821, 1464, 3588, 3978, 1786, 1455, 1851, 1979, 3545, 1856, 3760, 3717, 1832, 3639, 3535, 1805, 3528, 3872, 1892, 3781, 3730, 3543, 1365, 1053, 3796, 3899, 1788, 3752, 1920, 3866, 1122, 3936, 1945, 1586, 1984, 1898, 3701, 3604, 3838, 3921, 3583, 1512, 1107, 1247, 1787, 1033, 1855, 1651, 3638, 1087, 1882, 1188, 3941, 1077, 3513, 3999, 1692, 3820, 1619, 1359, 1742, 1253, 1609, 1593, 1590, 3970, 3516, 1131, 1569, 1501, 1017, 1772, 1874, 3912, 1654, 3864, 1223, 1241, 3661, 3668, 1150, 1768, 3961, 1250, 1632, 1280, 1884, 1712, 1575, 1105, 3521, 1433, 1202, 1481, 3656, 3689, 1938, 1954, 3860, 1213, 1641, 3902, 1557, 1158, 3629, 1796, 3552, 1320, 3945, 3575, 1688, 1803, 3958, 1790, 3810, 1154, 1292, 3603, 3785, 3967, 1992, 1800, 3694, 1382, 1308, 3949, 3994, 1275, 1674, 3869, 1940, 1369, 3673, 1691, 1518, 3889, 1071, 1897, 1985, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, phantom_ρ = 100, save_prefix = "img/brainphantom256x256_pdps_known_proximal_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.1208001524209976e-5 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.030958916002418846 479903.53604721784 0.47510578422212846 0.007430833192381343 -3 0.04700304099242203 447179.6544496697 0.856780041675176 0.01015289692431718 -4 0.07816062399069779 400678.2039598508 1.1847022392051572 0.012200709401226719 -5 0.09410695798578672 363171.05617481883 1.4956881684350867 0.01422103454855555 -6 0.12495074997423217 323745.6521852108 1.7800574992295406 0.015322665468890606 -7 0.1403349999745842 284502.0333980168 2.0877391453491843 0.016229768192292267 -8 0.17041012496338226 246452.36558857936 2.402426401602466 0.018030107393668022 -9 0.18575683294329792 205673.27599040815 2.7296551174665145 0.02018915538354634 -10 0.21652779093710706 166882.72325325175 3.0522796697062047 0.021835106188528505 -11 0.23186587495729327 129757.9154328813 3.3898026259319227 0.023697056842494933 -12 0.26188408394227736 92712.1952099948 3.723359963088117 0.02657024794773831 -13 0.2772247929533478 56490.39312252364 4.067170659660131 0.02956731997949069 -14 0.30726920993765816 20897.623079374418 4.413401240585629 0.03569257954416139 -15 0.32279116893187165 -10415.341546443657 4.754083941460403 0.03660643575869345 -16 0.353325251955539 -42511.70124290191 5.108130081393974 0.044615240959897745 -17 0.3686891689430922 -63114.046320068366 5.426428898743453 0.03929203389102268 -18 0.39873658496071585 -105624.81236603255 5.8240923296133325 0.0714202242999051 -19 0.4140553349570837 -136085.00803839392 6.19172594361288 0.0910253181673298 -20 0.44407387694809586 -165287.60969345222 6.560283452188966 0.11777774574797134 -30 0.6720482939563226 -350499.8250435336 10.267948050733066 0.45421645159562163 -40 0.8989842529699672 -421285.1588677082 13.772972541784924 0.5372425252799405 -50 1.1295653779816348 -448415.533189213 16.58055274874455 0.56183291190998 -60 1.3630736279883422 -457291.7259013016 18.321235703711658 0.5917968601281205 -70 1.5945903779938817 -459361.59287753206 19.209667423636546 0.6095118918619052 -80 1.8267059609934222 -460517.87694625935 19.665544794125193 0.6212708656680402 -90 2.060221751977224 -460929.84522401367 19.941926301721526 0.62544810592906 -100 2.293308376974892 -460927.4092791235 20.126251135021032 0.6274873757648477 -110 2.510934959980659 -460771.70691945165 20.22744016236203 0.6284073125584029 -120 2.7436250429600477 -461346.20160266 20.304244604540944 0.6267378958725822 -130 2.9766162089654244 -461593.1420969592 20.246227462992195 0.6171235590841404 -140 3.210202833986841 -459641.2621304863 19.989200846766334 0.598095202999539 -150 3.4430841259891167 -461320.5286556743 20.39080936566059 0.6229226829905515 -160 3.67378725099843 -459535.10978562984 20.060752238040905 0.6051829648810342 -170 3.907811958983075 -461191.8001953786 20.496070294511107 0.6290585069479175 -180 4.142536000988912 -460718.07765946904 20.375882188818192 0.6171498819523789 -190 4.374882542993873 -460318.0033058518 20.37213834468943 0.6178932228264563 -200 4.606875125988154 -460266.89521381905 20.27602904533054 0.6112377255195048 -300 6.893242750986246 -461394.020528838 20.556573438130986 0.6267953947894078 -400 9.197771250968799 -460990.8242873533 20.59166744328965 0.6272159234000577 -500 11.473635833972367 -460812.77938580804 20.569222878331956 0.6281504723265039 -600 13.804388791962992 -461626.9258708312 20.663768149340605 0.6370211369614724 -700 16.1070880839834 -461085.51035547035 20.664338117622982 0.6346530519446999 -800 18.37919237598544 -461166.7498599184 20.63163459979315 0.6352540046103498 -900 20.678265958995325 -461270.9600552488 20.706579507588945 0.6375416513832664 -1000 22.957112042000517 -461292.48613861925 20.530283814551517 0.6263470260036232 -1100 25.246895876014605 -461425.7384422477 21.429317690186103 0.6745805844494788 -1200 27.484348876023432 -461142.4996844493 21.727087676488637 0.6887513020672977 -1300 29.67595179300406 -461529.6730147425 21.883869318815062 0.6950370179526842 -1400 31.908784418017603 -461364.8612647675 21.969621017679458 0.6996601090400293 -1500 34.124499001016375 -461368.4331619449 22.01760943112035 0.701767975512315 -1600 36.33485954301432 -461399.93457576144 22.048466933265523 0.7041135222978161 -1700 38.51358100102516 -461306.8988329608 22.07174432409296 0.7054619284085104 -1800 40.69175675100996 -461415.9786913696 22.09176402326003 0.7062362082071996 -1900 42.897233876021346 -461419.37612963066 22.100842298306244 0.7051402060767507 -2000 45.079986293043476 -461500.050922566 22.109227342013465 0.7067727022034154 -2100 47.26271108404035 -460711.1290473605 20.7722439695809 0.62915600666235 -2200 49.46900125104003 -461539.8731731929 20.521494265865726 0.6162712183848869 -2300 51.640878667036304 -460770.20039362134 20.593524547265048 0.6293046145362986 -2400 53.82582779205404 -461258.7713221692 20.642274067437217 0.6344051645492341 -2500 55.99229808404925 -460633.4954779533 20.48195393511243 0.6217774835279559 -2600 58.15646787604783 -461462.54010336084 20.667080646688547 0.6375393988888594 -2700 60.33018970905687 -460857.98851499916 20.624998247714377 0.6337219845376894 -2800 62.50038266705815 -461520.20830195426 20.667564617534513 0.6353174192408367 -2900 64.72236491707736 -461981.03334545734 20.645681798285885 0.6346383655078722 -3000 66.88592625007732 -461852.6056311644 20.645873298080172 0.6318464801961852 -3100 69.08854420908028 -459601.3740893914 20.305859589688016 0.6057187631120082 -3200 71.29720779208583 -459444.2603333349 19.834509696456937 0.5805778759011913 -3300 73.4757776671031 -460700.28659691743 20.32970332165072 0.6070298631321207 -3400 75.67857858311618 -460724.2710578523 20.402470566314005 0.6113320096676764 -3500 77.86582979213563 -460787.8917146806 20.51684554915498 0.6250769750078768 -3600 80.08224875113228 -461875.3802847129 21.40308004915039 0.6735847201978864 -3700 82.29431779313018 -461920.3732888907 21.721629643523855 0.6869987711659937 -3800 84.48202604314429 -461864.6104053248 21.88785495621234 0.6957126012637542 -3900 86.6943894601427 -461986.07644671825 21.978947514844723 0.6998395679111479 -4000 88.85404791813926 -461781.12469112524 22.033869729054594 0.7028359751319844
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--- a/img/brainphantom256x256_pdps_known_rotation_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/brainphantom256x256_pdps_known_rotation_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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function_value psnr ssim -1 7.708003977313638e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.029065873997751623 477783.63857486524 0.4729199726544222 0.007393204824260974 -3 0.04343904001871124 445914.98053813865 0.8540988097744042 0.010070524861940346 -4 0.07216749800136313 399703.4619365499 1.1818564235542763 0.012070432378445475 -5 0.08648608098155819 362481.21718638134 1.492624401470657 0.014044332917057607 -6 0.11520670598838478 323114.64572887955 1.7765480664531115 0.01512062115529108 -7 0.12950920598814264 283941.3190742547 2.0843937745929946 0.016003783187425232 -8 0.15845974799594842 245974.10581154193 2.3988362281864912 0.017755379561047058 -9 0.17286991400760598 205235.7778453111 2.725802814004962 0.019880962453011814 -10 0.20257887200568803 166475.59466548232 3.0482458139683204 0.02151455748385437 -11 0.21704245600267313 129375.70167079523 3.3854079596284974 0.023383357174318956 -12 0.24637187301414087 92382.18068978301 3.7188332581323715 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--- a/img/brainphantom256x256_pdps_known_rotation_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_rotation_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.66701190918684e-6 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.02877075001015328 478860.2653100332 0.4729792052599031 0.007393427206780912 -3 0.04311683401465416 446626.2876367058 0.8541619936646793 0.010070943327301872 -4 0.0722115840180777 400243.37978844263 1.1819917687548782 0.01207211383280447 -5 0.08647975101484917 362903.75240876776 1.4927527272327812 0.014045577004022168 -6 0.11542437601019628 323517.27880956477 1.7768935562065704 0.015131728686981212 -7 0.1297638760006521 284278.7388255165 2.084840612954693 0.016023772194017228 -8 0.1585740430164151 246266.23350080894 2.3992492144808355 0.01777398624054255 -9 0.17293237600824796 205496.1747394166 2.7261910521095767 0.019900948428165973 -10 0.20242170902201906 166722.51245009553 3.0487589816465 0.02154424058935638 -11 0.21695545903639868 129595.94543380497 3.385893078486955 0.023407573158945073 -12 0.24588008402497508 92589.05286840507 3.7193978096084193 0.026250425132621193 -13 0.26070950002758764 56390.57057934398 4.062803280783469 0.029096309789118112 -14 0.2903478340303991 20805.631665172947 4.408741438532354 0.03517006620894968 -15 0.3051171670376789 -10472.99776275068 4.748968791332911 0.035925703155609244 -16 0.3348170420504175 -42532.320262397945 5.102500432878775 0.04389283941473977 -17 0.34966662505757995 -63145.15661342107 5.420055379279055 0.038570550470243284 -18 0.37952020805096254 -105581.3321454509 5.817590366720566 0.0699281291347063 -19 0.3943494990526233 -136013.77302614387 6.184812400389773 0.08905387566479556 -20 0.4239988740591798 -165173.91865567074 6.5532405370099225 0.11585897025230812 -30 0.6470629570831079 -350410.3092912984 10.257725273273355 0.44985329359900694 -40 0.8692494570859708 -421323.05182432005 13.75695137502648 0.5367817455531115 -50 1.0912682490888983 -448462.47855350334 16.557305969414603 0.5615964673132685 -60 1.3135556660708971 -457329.7274138537 18.299840086810896 0.5918948102927029 -70 1.5357775830780156 -459392.49313135236 19.196551218168445 0.6105889882148734 -80 1.757238083082484 -460551.21970442025 19.66725132732669 0.6230537796755524 -90 1.978470583067974 -460963.92788536975 19.95815120963067 0.6275886510593224 -100 2.199967500055209 -460968.5136157653 20.158816726108316 0.6303481318114454 -110 2.406070500059286 -460815.0629428459 20.273378620119086 0.6315258766460485 -120 2.6272950830461923 -461391.0023669823 20.361316525602497 0.6299580032555294 -130 2.8441925410588738 -461640.39797228074 20.29331353840849 0.6187626891320379 -140 3.0578791240695864 -459662.8562124126 20.02285313904919 0.5990111512646492 -150 3.270875666057691 -461370.35583897616 20.46773211035933 0.6262588424897644 -160 3.484006332058925 -459576.05869975314 20.102864960529942 0.6056310111676781 -170 3.7020841650664806 -461248.63484423445 20.603684600068245 0.6333167666452466 -180 3.9180504980613478 -460765.0076530978 20.47711976856618 0.6204972887990944 -190 4.132013540074695 -460368.46346053574 20.4734589290177 0.6212314667185186 -200 4.345908081071684 -460313.5973109162 20.37684210688802 0.6144396614448289 -300 6.515198498091195 -461463.3258037997 20.70079018185767 0.6313648991441537 -400 8.674415331101045 -461055.71188931796 20.744151767916932 0.6322798743157789 -500 10.809096914104884 -460878.2453239834 20.72149423121758 0.6333073627426274 -600 12.9502694561088 -461695.6020332558 20.82718945356902 0.6423045950762352 -700 15.075433039106429 -461156.3582565605 20.83044564694633 0.640576703831315 -800 17.23009541409556 -461236.9267132035 20.788354681123767 0.6404501123864409 -900 19.384372956119478 -461340.8723486018 20.875470490310303 0.6432821078461084 -1000 21.53408408112591 -461358.67638304026 20.67569407347818 0.6306102009986503 -1100 23.731297456135508 -461481.1798425294 21.58477855156007 0.6796034121746438 -1200 25.93844637312577 -461195.35640629195 21.888883089594948 0.6948712563042606 -1300 28.142789956124034 -461581.4433667799 22.055022593892648 0.7019982403113245 -1400 30.35619770613266 -461415.64552988095 22.14989706517471 0.7073923196451856 -1500 32.5616323731374 -461419.70460595266 22.205496368837508 0.7099419292457212 -1600 34.781294956133934 -461451.33927862835 22.24298252407411 0.7129063330327251 -1700 37.013551790150814 -461358.65101609955 22.269585673477646 0.7145236707879179 -1800 39.23503729014192 -461467.9945638083 22.290460608771888 0.7152698571700562 -1900 41.47022087313235 -461471.4919548442 22.302591681800166 0.7142836224093747 -2000 43.68976458214456 -461551.3574866272 22.314072776195385 0.7160223160518155 -2100 45.92007637413917 -460768.7764849436 20.92667388700574 0.6362685557474019 -2200 48.14280408312334 -461604.14464767574 20.6642175219841 0.6214101178266135 -2300 50.36941704212222 -460837.8507565543 20.746081630153025 0.6343319435963962 -2400 52.5926038751204 -461329.4369833698 20.807704620648636 0.6398955555873252 -2500 54.81101500010118 -460692.66350547015 20.612767421013633 0.6255728642417271 -2600 57.04147754111909 -461529.55400986254 20.826545746024557 0.6427887784086174 -2700 59.25178045811481 -460926.41354568733 20.780211563323174 0.6386339330146128 -2800 61.46456374911941 -461589.13178382907 20.835574460037808 0.641021392507188 -2900 63.68609691612073 -462050.4510823144 20.807188809408345 0.6399229006264731 -3000 65.89733320812229 -461920.2802446627 20.802676800846037 0.6375449286622252 -3100 68.11656291713007 -459649.8329814513 20.419635332777666 0.6093226284572139 -3200 70.31011962614139 -459483.942951215 19.890985331381728 0.580683784125292 -3300 72.50147446015035 -460761.88374322385 20.461488858229913 0.61048027836114 -3400 74.7120566261583 -460789.333355378 20.54488986265257 0.6156325162898197 -3500 76.88998116817675 -460849.63754284545 20.666478495916927 0.6297139766029789 -3600 79.08756770918262 -461930.4543876718 21.551416725550652 0.6780864912552933 -3700 81.21363162618945 -461973.01148512 21.876340408887742 0.6924491947011493 -3800 83.34992416817113 -461915.365298515 22.052824827253797 0.70207661919722 -3900 85.47732883517165 -462037.79113190103 22.154002577818247 0.7069076855544503 -4000 87.61745541816344 -461832.4036635608 22.2171888164634 0.7104784823402773
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--- a/img/brainphantom256x256_pdps_known_rotation_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_zerodual_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.41698090173304e-6 559998.953614435 -0.02636674332749045 0.0041734697881560985 -2 0.028081666998332366 476704.3011571503 0.4727406757380256 0.007392494550781689 -3 0.04154404197470285 445204.4240546481 0.8539140607374829 0.010069665864595012 -4 0.06950124999275431 399175.14518223645 1.1814775051209048 0.01206703098275115 -5 0.08292037501814775 362086.723777164 1.4922690080185277 0.014042451163532112 -6 0.11162025001249276 322744.319070163 1.7754944575834577 0.01508482569419906 -7 0.12506225003744476 283640.4163979855 2.0830435884394536 0.015941529087566995 -8 0.1532264590205159 245719.24866522517 2.397592669599506 0.01769874438581332 -9 0.16680537501815706 205007.53348395147 2.7246366424854465 0.019819222915664732 -10 0.19484854201436974 166251.31863405646 3.046645922327711 0.021419885750702854 -11 0.20836995900026523 129189.79252723766 3.383895663760555 0.023311111836831093 -12 0.236799834005069 92200.23513238067 3.7170275054469064 0.026093821873056477 -13 0.2502646260254551 56026.93717513808 4.060330686248957 0.02889385552418672 -14 0.27831625103135593 20453.58962548299 4.406071274468021 0.034948265482444334 -15 0.2919452090281993 -10818.888732335778 4.7464343299667675 0.03570432755419898 -16 0.32001745904562995 -42864.880363760974 5.09999542278511 0.04368141902332796 -17 0.33341083404957317 -63472.74690092776 5.417650255125764 0.03836780958154917 -18 0.36137504305224866 -105860.1173570741 5.815058755545951 0.06961002429483774 -19 0.374777460063342 -136279.73487629349 6.182079030583943 0.08845381424367746 -20 0.4026892520778347 -165431.4353871003 6.549971469614685 0.11495759048821691 -30 0.6111022520926781 -350586.54300079006 10.252427224594552 0.4471126464336167 -40 0.8264586270961445 -421477.1532379703 13.745084438160491 0.5359227561921107 -50 1.0329677101108246 -448585.26486905187 16.53690856952951 0.5606411527744863 -60 1.2465620441071223 -457424.309430816 18.27931489930829 0.5904973995238473 -70 1.4610399191151373 -459475.21379023604 19.179624185637728 0.6093611914294952 -80 1.6731328361202031 -460629.1006264714 19.6561073243845 0.6226485701401986 -90 1.887541253119707 -461041.43136534194 19.952200148056296 0.6280188369990043 -100 2.1189232531178277 -461040.8219438235 20.158006520071332 0.6310120146415426 -110 2.3257682111288887 -460884.6702133308 20.28045260848213 0.6323698991507318 -120 2.535259836120531 -461459.3665831976 20.371377467926813 0.6309711207896302 -130 2.7472332111210562 -461706.64110168006 20.30448183839954 0.6193954448838336 -140 2.959045545110712 -459728.26969683985 20.033771146525563 0.5999480920533595 -150 3.1706759201188106 -461439.5156300179 20.488673631379672 0.6275619497138916 -160 3.3780575871351175 -459642.4334365784 20.117378070081273 0.6064410771422082 -170 3.5848772951285355 -461319.9687325577 20.632698623775173 0.6349720698087877 -180 3.7907916291151196 -460834.7712330933 20.508040251631897 0.6220042768785026 -190 3.99694358810666 -460438.14678825345 20.506010644425544 0.6229426538602285 -200 4.2025808381149545 -460379.30037650256 20.405097040206886 0.6158879739860437 -300 6.289980671106605 -461537.57148294634 20.74744573932619 0.6339098676634498 -400 8.356046379107283 -461135.01297613536 20.80750624836734 0.6350963001174728 -500 10.441382837103447 -460955.04602874955 20.785116329988476 0.6361090967152319 -600 12.497597587120254 -461774.1699234268 20.8885812245061 0.6447264460010231 -700 14.547355045098811 -461234.1648837269 20.889219459912386 0.6433037109515745 -800 16.58932558709057 -461312.4267061273 20.843357967092256 0.6427375585920718 -900 18.671138754085405 -461417.9133177006 20.93078477800351 0.6456148736715817 -1000 20.72034208808327 -461431.45362948294 20.718958180955326 0.6327190681059426 -1100 22.764710713090608 -461584.9656784808 21.766102959638015 0.673821653762958 -1200 24.822117671079468 -461263.45899055345 22.003929647010448 0.6807280440248624 -1300 26.87927008708357 -461620.4064940227 22.090299527481303 0.6834402398892566 -1400 28.933095087093534 -461432.8254202693 22.128976681629965 0.68542545689322 -1500 30.98696667011245 -461431.835818803 22.14814323034254 0.686039807025556 -1600 33.065137462108396 -461458.4359034117 22.158852066450976 0.6873869724378071 -1700 35.123556087113684 -461360.7700868651 22.166042041787154 0.68789123111372 -1800 37.17862358709681 -461468.07638776145 22.17030504773458 0.6875923962828542 -1900 39.23336417111568 -461469.6166312063 22.173225250094085 0.6859667063517108 -2000 41.2981130880944 -461544.4112943964 22.17592448055875 0.6878784679003866 -2100 43.33980583806988 -460832.56525763223 20.927094120595704 0.6373595114078217 -2200 45.38649563008221 -461676.3822428756 20.701856244574948 0.6236782213101687 -2300 47.44308554608142 -460914.1505853416 20.79806687347351 0.6369615329273195 -2400 49.50086192108574 -461405.2895535876 20.86233673773571 0.6422327739324779 -2500 51.571196713106474 -460766.4880839047 20.662297654560877 0.6274252244047018 -2600 53.64862783809076 -461609.1326041676 20.89159447838363 0.64551323986934 -2700 55.74452192109311 -461002.4081036787 20.840278730844854 0.6412001573412833 -2800 57.83671450507245 -461667.6437389137 20.89508058479119 0.6435383338540954 -2900 59.8927692550933 -462129.58492018963 20.868371095578603 0.6423312207735403 -3000 61.96365771407727 -461999.1618277587 20.863462578975806 0.6400346980387652 -3100 64.01866029808298 -459721.61972014885 20.473002640122978 0.6119351687778724 -3200 66.07369946409017 -459550.36534775904 19.92206478983645 0.5818023435679106 -3300 68.13306438107975 -460832.7237478503 20.512673853422765 0.6128868277123647 -3400 70.18161571410019 -460861.61710865365 20.59940201450136 0.6182434157116807 -3500 72.26864417208708 -460923.5401662326 20.721798843383645 0.6319543021296905 -3600 74.36199792209663 -462037.53468943486 21.721787076828377 0.6718406246758974 -3700 76.42633492211462 -462037.1826050603 21.96519136008503 0.6772952205049021 -3800 78.48424167212215 -461949.1160939223 22.052473958616435 0.6810839610534091 -3900 80.57924642210128 -462056.9014822466 22.09139141098718 0.6825147958910878 -4000 82.63573221309343 -461839.8450083133 22.11075340450595 0.6839747971613462
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--- a/img/brainphantom256x256_pdps_known_zerodual_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_zerodual_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.417002391070127e-6 561764.4291806474 -0.02636674332749045 0.0041734697881560985 -2 0.027820457995403558 477780.1911905471 0.4727406757380256 0.007392494550781689 -3 0.041207000002032146 445917.087898778 0.8539140607374829 0.010069665864595012 -4 0.0689165000221692 399722.1777351393 1.1814775051209048 0.01206703098275115 -5 0.08229975003632717 362524.57673196757 1.4922690080185277 0.014042451163532112 -6 0.11006766703212634 323167.97537741537 1.7754944575834577 0.01508482569419906 -7 0.1234048750193324 284003.08186996885 2.0830435884394536 0.015941529087566995 -8 0.15121916600037366 246036.62501508795 2.397592669599506 0.01769874438581332 -9 0.1645486659836024 205289.30687570947 2.7246366424854465 0.019819222915664732 -10 0.1933784159773495 166518.3437515223 3.046645922327711 0.021419885750702854 -11 0.20668962397030555 129431.9598132956 3.383895663760555 0.023311111836831093 -12 0.23449379098019563 92426.76101799321 3.7170275054469064 0.026093821873056477 -13 0.24785520698060282 56239.67911765407 4.060330686248957 0.02889385552418672 -14 0.27553083197562955 20655.345664714732 4.406071274468021 0.034948265482444334 -15 0.2888694569701329 -10628.829435180452 4.7464343299667675 0.03570432755419898 -16 0.3165709989552852 -42685.29710947524 5.09999542278511 0.04368141902332796 -17 0.3298920829547569 -63299.54779569378 5.417650255125764 0.03836780958154917 -18 0.3576078739424702 -105700.55305971668 5.815058755545951 0.06961002429483774 -19 0.37095554094412364 -136126.96191345548 6.182079030583943 0.08845381424367746 -20 0.39862887395429425 -165283.99066883844 6.549971469614685 0.11495759048821691 -30 0.6042374569515232 -350500.7872112648 10.252427224594552 0.4471126464336167 -40 0.8090007909631822 -421414.1021391849 13.745084438160491 0.5359227561921107 -50 1.0137211659748573 -448532.13611736026 16.53690856952951 0.5606411527744863 -60 1.218491624982562 -457380.55955767375 18.27931489930829 0.5904973995238473 -70 1.4233064169820864 -459436.64891960693 19.179624185637728 0.6093611914294952 -80 1.6267317089659628 -460594.3298928002 19.6561073243845 0.6226485701401986 -90 1.8300031249818858 -461008.1874644685 19.952200148056296 0.6280188369990043 -100 2.0339155419787858 -461008.8774821727 20.158006520071332 0.6310120146415426 -110 2.227088333980646 -460854.0131159732 20.28045260848213 0.6323698991507318 -120 2.434869250981137 -461429.3899955591 20.371377467926813 0.6309711207896302 -130 2.6399893339839764 -461677.22085226135 20.30448183839954 0.6193954448838336 -140 2.8437034169910476 -459698.666785786 20.033771146525563 0.5999480920533595 -150 3.0473470419819932 -461410.9336287309 20.488673631379672 0.6275619497138916 -160 3.250990374974208 -459613.60166928393 20.117378070081273 0.6064410771422082 -170 3.454701791983098 -461291.43182865495 20.632698623775173 0.6349720698087877 -180 3.657859374972759 -460805.8535863122 20.508040251631897 0.6220042768785026 -190 3.8631147499836516 -460409.44399826025 20.506010644425544 0.6229426538602285 -200 4.068308249989059 -460350.43862873054 20.405097040206886 0.6158879739860437 -300 6.095595083985245 -461509.3234815274 20.74744573932619 0.6339098676634498 -400 8.12688424999942 -461105.5250498569 20.80750624836734 0.6350963001174728 -500 10.154118792008376 -460926.25018764107 20.785116329988476 0.6361090967152319 -600 12.179935666994425 -461744.6938356686 20.8885812245061 0.6447264460010231 -700 14.2103984580026 -461204.3153388779 20.889219459912386 0.6433037109515745 -800 16.257800416002283 -461282.6635790998 20.843357967092256 0.6427375585920718 -900 18.28467612399254 -461388.19591148896 20.93078477800351 0.6456148736715817 -1000 20.399386873992626 -461402.1739109324 20.718958180955326 0.6327190681059426 -1100 22.543398081994383 -461499.96790046804 21.766102959638015 0.673821653762958 -1200 24.705900123983156 -461152.6878170669 22.003929647010448 0.6807280440248624 -1300 26.865277248987695 -461496.5220060399 22.090299527481303 0.6834402398892566 -1400 29.021003290981753 -461301.42219041317 22.128976681629965 0.68542545689322 -1500 31.17654395799036 -461296.0242487684 22.14814323034254 0.686039807025556 -1600 33.329985499964096 -461320.2038760824 22.158852066450976 0.6873869724378071 -1700 35.47856583294924 -461220.9646591815 22.166042041787154 0.68789123111372 -1800 37.62647145794472 -461326.67231723195 22.17030504773458 0.6875923962828542 -1900 39.78949629093404 -461327.0958665708 22.173225250094085 0.6859667063517108 -2000 41.94430170691339 -461401.5046514195 22.17592448055875 0.6878784679003866 -2100 44.092154289915925 -460802.0482496809 20.927094120595704 0.6373595114078217 -2200 46.23334453991265 -461648.59085088375 20.701856244574948 0.6236782213101687 -2300 48.36546499893302 -460885.3373956845 20.79806687347351 0.6369615329273195 -2400 50.50231587392045 -461375.76519636763 20.86233673773571 0.6422327739324779 -2500 52.62634424891439 -460737.04990631196 20.662297654560877 0.6274252244047018 -2600 54.75425203991472 -461579.40770179016 20.89159447838363 0.64551323986934 -2700 56.86679974893923 -460973.5005682135 20.840278730844854 0.6412001573412833 -2800 58.97865687395097 -461637.801483166 20.89508058479119 0.6435383338540954 -2900 61.096633373963414 -462099.6021651859 20.868371095578603 0.6423312207735403 -3000 63.20626612394699 -461969.46736263117 20.863462578975806 0.6400346980387652 -3100 65.32206441593007 -459692.2153628478 20.473002640122978 0.6119351687778724 -3200 67.4248589159397 -459521.25317828415 19.92206478983645 0.5818023435679106 -3300 69.53400762495585 -460805.29699607065 20.512673853422765 0.6128868277123647 -3400 71.63416283394326 -460834.72870953876 20.59940201450136 0.6182434157116807 -3500 73.71944254194386 -460895.25966537686 20.721798843383645 0.6319543021296905 -3600 75.81423754192656 -461951.5464128872 21.721787076828377 0.6718406246758974 -3700 77.87708612592542 -461924.4387888345 21.96519136008503 0.6772952205049021 -3800 79.95760129290284 -461823.3414660803 22.052473958616435 0.6810839610534091 -3900 82.0695272088924 -461923.558956431 22.09139141098718 0.6825147958910878 -4000 84.14442350086756 -461702.4836296791 22.11075340450595 0.6839747971613462
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--- a/img/brainphantom256x256_pdps_known_zerodual_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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function_value psnr ssim -1 8.749979315325618e-6 563529.9047468598 -0.02636674332749045 0.0041734697881560985 -2 0.027876249951077625 478856.08122394385 0.4727406757380256 0.007392494550781689 -3 0.0412792079441715 446629.7517429079 0.8539140607374829 0.010069665864595012 -4 0.06899879095726646 400269.21028804214 1.1814775051209048 0.01206703098275115 -5 0.08268387493444607 362962.4296867711 1.4922690080185277 0.014042451163532112 -6 0.11036995792528614 323591.6316846677 1.7754944575834577 0.01508482569419906 -7 0.12366241592098959 284365.7473419522 2.0830435884394536 0.015941529087566995 -8 0.15149541592109017 246354.00136495073 2.397592669599506 0.01769874438581332 -9 0.1650198329007253 205571.0802674675 2.7246366424854465 0.019819222915664732 -10 0.19340866690617986 166785.36886898818 3.046645922327711 0.021419885750702854 -11 0.20701108290813863 129674.12709935356 3.383895663760555 0.023311111836831093 -12 0.23496912492555566 92653.28690360574 3.7170275054469064 0.026093821873056477 -13 0.24838299994007684 56452.42106017006 4.060330686248957 0.02889385552418672 -14 0.27641983394278213 20857.101703946475 4.406071274468021 0.034948265482444334 -15 0.28997666694340296 -10438.770138025126 4.7464343299667675 0.03570432755419898 -16 0.31794804194942117 -42505.71385518951 5.09999542278511 0.04368141902332796 -17 0.33136675096466206 -63126.3486904598 5.417650255125764 0.03836780958154917 -18 0.35913070995593444 -105540.98876235927 5.815058755545951 0.06961002429483774 -19 0.37249391796649434 -135974.1889506175 6.182079030583943 0.08845381424367746 -20 0.4002704179729335 -165136.5459505766 6.549971469614685 0.11495759048821691 -30 0.6057929589878768 -350415.0314217395 10.252427224594552 0.4471126464336167 -40 0.8108901259838603 -421351.0510403995 13.745084438160491 0.5359227561921107 -50 1.0156440009886865 -448479.0073656686 16.53690856952951 0.5606411527744863 -60 1.2197823339665774 -457336.8096845315 18.27931489930829 0.5904973995238473 -70 1.4234844589664135 -459398.0840489778 19.179624185637728 0.6093611914294952 -80 1.627001124958042 -460559.5591591289 19.6561073243845 0.6226485701401986 -90 1.8303712499618996 -460974.94356359495 19.952200148056296 0.6280188369990043 -100 2.033651915960945 -460976.9330205219 20.158006520071332 0.6310120146415426 -110 2.223528998962138 -460823.35601861565 20.28045260848213 0.6323698991507318 -120 2.4310180399625096 -461399.4134079207 20.371377467926813 0.6309711207896302 -130 2.6399422899703495 -461647.8006028427 20.30448183839954 0.6193954448838336 -140 2.8482378729677293 -459669.0638747321 20.033771146525563 0.5999480920533595 -150 3.056630247971043 -461382.3516274438 20.488673631379672 0.6275619497138916 -160 3.261942831974011 -459584.76990198955 20.117378070081273 0.6064410771422082 -170 3.4653351229499094 -461262.8949247521 20.632698623775173 0.6349720698087877 -180 3.6690817899652757 -460776.93593953113 20.508040251631897 0.6220042768785026 -190 3.873239622975234 -460380.741208267 20.506010644425544 0.6229426538602285 -200 4.0777439149678685 -460321.5768809585 20.405097040206886 0.6158879739860437 -300 6.1171862069750205 -461481.0754801085 20.74744573932619 0.6339098676634498 -400 8.15905512298923 -461076.03712357854 20.80750624836734 0.6350963001174728 -500 10.19770728997537 -460897.45434653264 20.785116329988476 0.6361090967152319 -600 12.221155372972135 -461715.21774791036 20.8885812245061 0.6447264460010231 -700 14.252476414956618 -461174.46579402883 20.889219459912386 0.6433037109515745 -800 16.28088845696766 -461252.9004520723 20.843357967092256 0.6427375585920718 -900 18.369778872962343 -461358.4785052773 20.93078477800351 0.6456148736715817 -1000 20.434952913958114 -461372.8941923818 20.718958180955326 0.6327190681059426 -1100 22.510358997969888 -461414.9701224553 21.766102959638015 0.673821653762958 -1200 24.568871122959536 -461041.9166435804 22.003929647010448 0.6807280440248624 -1300 26.620753414958017 -461372.63751805713 22.090299527481303 0.6834402398892566 -1400 28.689906873943983 -461170.01896055706 22.128976681629965 0.68542545689322 -1500 30.758403623942286 -461160.2126787338 22.14814323034254 0.686039807025556 -1600 32.84527916595107 -461181.97184875305 22.158852066450976 0.6873869724378071 -1700 34.89148724995903 -461081.1592314979 22.166042041787154 0.68789123111372 -1800 36.95888554197154 -461185.26824670244 22.17030504773458 0.6875923962828542 -1900 39.00933399997302 -461184.5751019353 22.173225250094085 0.6859667063517108 -2000 41.08802108396776 -461258.5980084426 22.17592448055875 0.6878784679003866 -2100 43.132536291959696 -460771.53124172956 20.927094120595704 0.6373595114078217 -2200 45.182526332937414 -461620.79945889197 20.701856244574948 0.6236782213101687 -2300 47.241347124945605 -460856.5242060274 20.79806687347351 0.6369615329273195 -2400 49.273692499962635 -461346.24083914765 20.86233673773571 0.6422327739324779 -2500 51.30414429094526 -460707.61172871926 20.662297654560877 0.6274252244047018 -2600 53.32980708294781 -461549.6827994127 20.89159447838363 0.64551323986934 -2700 55.377858207939425 -460944.5930327483 20.840278730844854 0.6412001573412833 -2800 57.3990448739205 -461607.95922741835 20.89508058479119 0.6435383338540954 -2900 59.44118787391926 -462069.6194101821 20.868371095578603 0.6423312207735403 -3000 61.509484915906796 -461939.7728975037 20.863462578975806 0.6400346980387652 -3100 63.57368387392489 -459662.8110055467 20.473002640122978 0.6119351687778724 -3200 65.65636933292262 -459492.1410088092 19.92206478983645 0.5818023435679106 -3300 67.69076954090269 -460777.87024429097 20.512673853422765 0.6128868277123647 -3400 69.73519895688514 -460807.84031042387 20.59940201450136 0.6182434157116807 -3500 71.76092108190642 -460866.9791645211 20.721798843383645 0.6319543021296905 -3600 73.82680079090642 -461865.55813633965 21.721787076828377 0.6718406246758974 -3700 75.96071062490228 -461811.69497260876 21.96519136008503 0.6772952205049021 -3800 78.05097733391449 -461697.5668382382 22.052473958616435 0.6810839610534091 -3900 80.13434595891158 -461790.21643061546 22.09139141098718 0.6825147958910878 -4000 82.19546791689936 -461565.1222510449 22.11075340450595 0.6839747971613462
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--- a/img/brainphantom256x256_pdps_known_zerodual_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/brainphantom256x256_pdps_known_zerodual_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.542010957375169e-6 565295.3803130721 -0.02636674332749045 0.0041734697881560985 -2 0.028729458019370213 479931.97125734057 0.4727406757380256 0.007392494550781689 -3 0.04260549999889918 447342.41558703786 0.8539140607374829 0.010069665864595012 -4 0.07128829200519249 400816.24284094496 1.1814775051209048 0.01206703098275115 -5 0.08510683398344554 363400.2826415747 1.4922690080185277 0.014042451163532112 -6 0.11325941697577946 324015.2879919201 1.7754944575834577 0.01508482569419906 -7 0.12700449998374097 284728.41281393566 2.0830435884394536 0.015941529087566995 -8 0.1556558329903055 246671.37771481354 2.397592669599506 0.01769874438581332 -9 0.16950949898455292 205852.8536592255 2.7246366424854465 0.019819222915664732 -10 0.19899603998055682 167052.39398645406 3.046645922327711 0.021419885750702854 -11 0.2128069989848882 129916.2943854115 3.383895663760555 0.023311111836831093 -12 0.24161258197273128 92879.81278921828 3.7170275054469064 0.026093821873056477 -13 0.255499915976543 56665.16300268605 4.060330686248957 0.02889385552418672 -14 0.2841892069845926 21058.857743178218 4.406071274468021 0.034948265482444334 -15 0.29799845698289573 -10248.710840869799 4.7464343299667675 0.03570432755419898 -16 0.32684108198736794 -42326.13060090378 5.09999542278511 0.04368141902332796 -17 0.34065179096069187 -62953.14958522582 5.417650255125764 0.03836780958154917 -18 0.3692843329627067 -105381.42446500185 5.815058755545951 0.06961002429483774 -19 0.38316295796539634 -135821.4159877795 6.182079030583943 0.08845381424367746 -20 0.4118146659457125 -164989.10123231474 6.549971469614685 0.11495759048821691 -30 0.6243634569400456 -350329.2756322142 10.252427224594552 0.4471126464336167 -40 0.8359275819384493 -421287.9999416141 13.745084438160491 0.5359227561921107 -50 1.047335040930193 -448425.878613977 16.53690856952951 0.5606411527744863 -60 1.2586926239309832 -457293.0598113892 18.27931489930829 0.5904973995238473 -70 1.4692769989487715 -459359.5191783487 19.179624185637728 0.6093611914294952 -80 1.6797901649551932 -460524.78842545766 19.6561073243845 0.6226485701401986 -90 1.8904208319727331 -460941.6996627215 19.952200148056296 0.6280188369990043 -100 2.1015561649692245 -460944.9885588711 20.158006520071332 0.6310120146415426 -110 2.298138747981284 -460792.69892125804 20.28045260848213 0.6323698991507318 -120 2.508908497984521 -461369.4368202822 20.371377467926813 0.6309711207896302 -130 2.7218427479674574 -461618.380353424 20.30448183839954 0.6193954448838336 -140 2.932817955967039 -459639.46096367826 20.033771146525563 0.5999480920533595 -150 3.143063830968458 -461353.7696261568 20.488673631379672 0.6275619497138916 -160 3.353338039974915 -459555.9381346951 20.117378070081273 0.6064410771422082 -170 3.5637405819725245 -461234.35802084935 20.632698623775173 0.6349720698087877 -180 3.775089164962992 -460748.0182927501 20.508040251631897 0.6220042768785026 -190 3.9865128309756983 -460352.0384182738 20.506010644425544 0.6229426538602285 -200 4.198075580963632 -460292.7151331865 20.405097040206886 0.6158879739860437 -300 6.2715210389578715 -461452.82747868955 20.74744573932619 0.6339098676634498 -400 8.346876788971713 -461046.54919730016 20.80750624836734 0.6350963001174728 -500 10.408307038975181 -460868.65850542416 20.785116329988476 0.6361090967152319 -600 12.491840038972441 -461685.74166015215 20.8885812245061 0.6447264460010231 -700 14.57032862197957 -461144.6162491798 20.889219459912386 0.6433037109515745 -800 16.655404454970267 -461223.13732504484 20.843357967092256 0.6427375585920718 -900 18.746445038967067 -461328.76109906565 20.93078477800351 0.6456148736715817 -1000 20.830292288970668 -461343.6144738312 20.718958180955326 0.6327190681059426 -1100 22.93371766398195 -461329.9723444426 21.766102959638015 0.673821653762958 -1200 25.048686413967516 -460931.14547009394 22.003929647010448 0.6807280440248624 -1300 27.156958705978468 -461248.7530300743 22.090299527481303 0.6834402398892566 -1400 29.27226199800498 -461038.61573070096 22.128976681629965 0.68542545689322 -1500 31.38666170599754 -461024.4011086992 22.14814323034254 0.686039807025556 -1600 33.50347795599373 -461043.73982142366 22.158852066450976 0.6873869724378071 -1700 35.56376903899945 -460941.3538038143 22.166042041787154 0.68789123111372 -1800 37.6392162059783 -461043.864176173 22.17030504773458 0.6875923962828542 -1900 39.72243437299039 -461042.0543372998 22.173225250094085 0.6859667063517108 -2000 41.776579664991004 -461115.6913654657 22.17592448055875 0.6878784679003866 -2100 43.83591399798752 -460741.0142337783 20.927094120595704 0.6373595114078217 -2200 45.860857205989305 -461593.00806690013 20.701856244574948 0.6236782213101687 -2300 47.88142287300434 -460827.7110163703 20.79806687347351 0.6369615329273195 -2400 49.91123612300726 -461316.7164819276 20.86233673773571 0.6422327739324779 -2500 51.946085331001086 -460678.17355112656 20.662297654560877 0.6274252244047018 -2600 53.979718831018545 -461519.95789703523 20.89159447838363 0.64551323986934 -2700 56.0107506220229 -460915.6854972832 20.840278730844854 0.6412001573412833 -2800 58.04343562203576 -461578.11697167065 20.89508058479119 0.6435383338540954 -2900 60.09698612202192 -462039.6366551784 20.868371095578603 0.6423312207735403 -3000 62.135679539031116 -461910.07843237615 20.863462578975806 0.6400346980387652 -3100 64.20576449803775 -459633.40664824564 20.473002640122978 0.6119351687778724 -3200 66.256937165017 -459463.02883933426 19.92206478983645 0.5818023435679106 -3300 68.32724399800645 -460750.44349251135 20.512673853422765 0.6128868277123647 -3400 70.35896403901279 -460780.951911309 20.59940201450136 0.6182434157116807 -3500 72.3981922470266 -460838.69866366533 20.721798843383645 0.6319543021296905 -3600 74.43291195502388 -461779.569859792 21.721787076828377 0.6718406246758974 -3700 76.46570887204143 -461698.951156383 21.96519136008503 0.6772952205049021 -3800 78.51025233004475 -461571.7922103962 22.052473958616435 0.6810839610534091 -3900 80.57786433002912 -461656.8739047999 22.09139141098718 0.6825147958910878 -4000 82.61989341402659 -461427.76087241067 22.11075340450595 0.6839747971613462
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--- a/img/dummy.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -This is a placeholder to ensure the existence of the containing directory.
--- a/img/lighthouse200x300_pdps_known_dualscaling_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_dualscaling_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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4070, 4269, 8795, 2636, 3511, 9810, 3097, 8713, 9430, 9989, 4149, 3606, 4146, 9196, 9142, 3281, 9443, 9861, 2642, 3578, 9551, 3098, 2854, 2655, 4798, 3323, 3687, 4612, 3403, 9272, 8972, 3816, 2980, 4074, 4929, 8749, 3548, 8834, 3106, 2750, 4704, 9518, 9462, 2669, 9047, 4270, 2960, 4598, 3374, 3805, 4418, 9094, 9479, 3273, 3216, 9840, 9539, 3960, 2799, 2625, 2784, 3698, 4759, 9885, 3515, 3422, 9215, 3028, 3555, 4233, 3591, 9755, 3847, 4724, 4496, 4159, 8992, 4301]), noise_level = 0.5, shake_noise_level = 0.025, shake = 2.0, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.01, save_prefix = "img/lighthouse200x300_pdps_known_dualscaling_15_10000_100", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.874987881630659e-6 16984.761585634194 4.935377882355947 0.010713389784152977 -2 0.0027119579899590462 16899.04943222457 4.998437925198697 0.020167776916004417 -3 0.004103791987290606 16735.738837968725 5.055399242198799 0.031014697863913088 -4 0.006627541995840147 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6.216967562839085 0.16877333796045182 -17 0.034105332946637645 14520.154226519171 6.313536857534735 0.17051302992045167 -18 0.03678849994321354 14370.893551900728 6.417682558645151 0.17784556015506936 -19 0.03820220794295892 14170.05797025459 6.480132364315974 0.18991227816825587 -20 0.04099224993842654 14011.990981022143 6.5453693777260336 0.2059784647921532 -30 0.06251129193697125 12861.818400159476 7.46345779968899 0.28282089819572176 -40 0.08362666692119092 12053.069776810957 8.261456400740485 0.3762056996107537 -50 0.10418499991646968 11112.427778638756 9.103151789108367 0.42928052655865057 -60 0.12510508293053135 10540.143175392805 9.855077937871027 0.4388015350157034 -70 0.14653333293972537 10072.1812361214 10.681419215319753 0.517784955777592 -80 0.1676727079320699 9616.654790001015 11.461453908663419 0.5139288537072088 -90 0.1885702489526011 9177.12388993476 12.269653602403565 0.5696718591146597 -100 0.20946733193704858 8889.722500315158 13.004721863801219 0.6151390308855874 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--- a/img/lighthouse200x300_pdps_known_dualscaling_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_dualscaling_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_greedy_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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16630.30149059146 5.134498663153787 0.043691438697635636 -5 0.01663566697970964 16474.45378771043 5.213187696637313 0.05275394284611745 -6 0.019533375976607203 16227.028326763308 5.299444354826438 0.06369359122642113 -7 0.026069000974530354 15901.18110912011 5.400816959982006 0.07333705617163344 -8 0.029030792968114838 15932.366350555245 5.499611848976893 0.08135053349177199 -9 0.03080120898084715 15818.50633414315 5.5738542071841 0.09748976609160676 -10 0.0334417509729974 15463.407651554437 5.654104312042085 0.10180568038036704 -11 0.0351747099775821 15413.166093670818 5.74963616774455 0.11757094910403856 -12 0.03811358497478068 15198.038024238198 5.860961457135182 0.12327790362420461 -13 0.039810584974475205 15012.938430691156 5.923461758546394 0.13161089703372447 -14 0.04277158496552147 14846.556027815128 6.032173787012102 0.1444483426992697 -15 0.04448900098213926 14623.437418241127 6.152916882378436 0.15139488408144405 -16 0.047401750984136015 14597.93741454186 6.216549351439743 0.1682536048120049 -17 0.04910387599375099 14487.628602414989 6.312953063865051 0.17001835655218214 -18 0.052044458978343755 14335.169866733357 6.417292987182299 0.17733161899495498 -19 0.05366075097117573 14135.768775237453 6.479605061983777 0.18938506816572326 -20 0.05661645997315645 13979.183889996428 6.544665731535431 0.20553437368407865 -30 0.08161437697708607 12826.590289683707 7.461349154986221 0.28069212979772373 -40 0.10574733497924171 12012.152383293595 8.258439554140399 0.3736030765847357 -50 0.1301124189631082 11075.848915984594 9.09823305394866 0.4248608522961055 -60 0.1539823359635193 10497.497208847646 9.847676505760965 0.4339653748230007 -70 0.17926233596517704 10032.676185410497 10.672155479333265 0.5134631072586147 -80 0.20296916895313188 9575.765008147877 11.448740852288717 0.5082848571176959 -90 0.2277172529429663 9137.585623133147 12.253419109618926 0.5641078305545957 -100 0.2527986279455945 8850.96177029357 12.987815881470562 0.6108064514362445 -110 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--- a/img/lighthouse200x300_pdps_known_greedy_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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9.863351332867751 7582.441780888057 29.783391508421445 0.8321317870813338 -4400 10.085081249853829 7467.954865775342 29.76369826211031 0.8331304531583429 -4500 10.300521957862657 7588.595344826685 29.815481580511694 0.8332284369892616 -4600 10.521645541855833 7538.7616498531115 29.806839312685028 0.8339655553538801 -4700 10.744349125860026 7501.114274612981 29.782025957849072 0.8334443996981304 -4800 10.972111875860719 7596.040010093481 29.81471283898813 0.8333600795048038 -4900 11.20129612585879 7491.107641665356 29.82440375617413 0.8335393489258202 -5000 11.424383292847779 7512.010735555474 29.7950315490028 0.8336169240254758 -5100 11.659154209832195 7606.346505955395 24.547897757737758 0.7126314879405296 -5200 11.887422251835233 7554.757629823769 26.490087323391343 0.763200425997098 -5300 12.124965626833728 7634.839195777455 23.251826692348565 0.6840233743595976 -5400 12.359079917834606 7629.750243265272 22.38585060968374 0.6328488100805307 -5500 12.582586500851903 7805.177821390203 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--- a/img/lighthouse200x300_pdps_known_greedy_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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--- a/img/lighthouse200x300_pdps_known_greedy_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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16790.136241122775 5.134168078687952 0.042956986076974665 -5 0.010183501028222963 16629.149943309872 5.212865154030507 0.0519366050607807 -6 0.013044793013250455 16426.789316149974 5.298507293783537 0.061843992931506546 -7 0.014953460020478815 16097.100735669701 5.399829886140569 0.07136085884026376 -8 0.01889504402060993 16116.916979692824 5.498539421053637 0.07933993950490874 -9 0.020644544012611732 15969.663085552147 5.572664340525683 0.09571928552357853 -10 0.02385637699626386 15608.302980626659 5.652806689198519 0.10015108125929446 -11 0.02570471100625582 15564.188854993365 5.7481032983506655 0.11546322358208387 -12 0.028600210993317887 15354.74785605062 5.8592205972289015 0.1208775269757118 -13 0.03034158601076342 15199.733905913637 5.921466413103369 0.1282255044802945 -14 0.033276626985752955 15041.236230905575 6.030307246489633 0.1404863205469008 -15 0.03510591899976134 14781.956126008883 6.151487397194072 0.14868952596651555 -16 0.038065294007537887 14755.11291035952 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--- a/img/lighthouse200x300_pdps_known_noprediction_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_noprediction_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_noprediction_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_noprediction_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 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--- a/img/lighthouse200x300_pdps_known_primalonly_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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--- a/img/lighthouse200x300_pdps_known_primalonly_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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--- a/img/lighthouse200x300_pdps_known_primalonly_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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--- a/img/lighthouse200x300_pdps_known_primalonly_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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--- a/img/lighthouse200x300_pdps_known_proximal_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_proximal_10_10000_100_reco_frame10000 2.png has changed
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0.007676207955228165 16643.633440107395 5.133687492817075 0.04387435895951176 -5 0.009294874966144562 16487.437213475016 5.211919575239827 0.05292910766881963 -6 0.012050790974171832 16228.949613848852 5.29817113127966 0.06445152016681728 -7 0.013627206993987784 15904.270610281465 5.399074883290341 0.07398185126833222 -8 0.016495748976012692 15941.785588090379 5.497113065435206 0.08129040120185287 -9 0.018208206980489194 15836.59479624043 5.571289569728383 0.0966476307134442 -10 0.021017248975113034 15484.167130000931 5.650751305727373 0.10058048916314077 -11 0.022669289988698438 15431.915070203302 5.746146449573773 0.11608936133496091 -12 0.025370664981892332 15216.629086221115 5.856860182107483 0.12164220633978283 -13 0.02695808096905239 15022.953372679922 5.918791339487166 0.130416668765391 -14 0.029838288959581405 14856.350414758712 6.026871773612513 0.14281635767795245 -15 0.03151416394393891 14644.055733004268 6.147221227496015 0.14781332323269628 -16 0.03434812292107381 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Binary file img/lighthouse200x300_pdps_known_proximal_15_10000_100_reco_frame10000 2.png has changed
--- a/img/lighthouse200x300_pdps_known_proximal_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_proximal_20_10000_100_reco_frame10000 2.png has changed
--- a/img/lighthouse200x300_pdps_known_proximal_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_rotation_10_10000_100_reco_frame10000 2.png has changed
--- a/img/lighthouse200x300_pdps_known_rotation_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_rotation_15_10000_100_reco_frame10000 2.png has changed
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Binary file img/lighthouse200x300_pdps_known_rotation_20_10000_100_reco_frame10000 2.png has changed
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Binary file img/lighthouse200x300_pdps_known_zerodual_10_10000_100_reco_frame10000 2.png has changed
--- a/img/lighthouse200x300_pdps_known_zerodual_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_zerodual_15_10000_100_reco_frame10000 2.png has changed
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16690.23869793713 5.1346113859779585 0.04386931767223887 -5 0.006798166956286877 16537.04007944597 5.213294114574945 0.052993770843658757 -6 0.008853499952238053 16292.343840232388 5.299879776614907 0.06436660299379718 -7 0.009802790940739214 15972.950921949505 5.401241217870059 0.0739287416433325 -8 0.012045665935147554 15996.045430557157 5.500111815863531 0.08200306076463647 -9 0.012999123922782019 15878.549179807109 5.574406363684705 0.09804314335341859 -10 0.015114748908672482 15524.511772599682 5.654625931559615 0.10229604084904509 -11 0.01606270790216513 15475.928772134812 5.750312246186651 0.11821368907978726 -12 0.01889216690324247 15262.702593306372 5.861724905203607 0.12401588765159346 -13 0.019826791889499873 15087.375132298606 5.924264022894618 0.13257474097378993 -14 0.021950083901174366 14922.380279870464 6.032822510323851 0.14551006585483925 -15 0.02292679192032665 14689.75449546593 6.153375739879835 0.15212334400972632 -16 0.025038666906766593 14664.998775823835 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Binary file img/lighthouse200x300_pdps_known_zerodual_20_10000_100_reco_frame10000 2.png has changed
--- a/img/lighthouse200x300_pdps_known_zerodual_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,138 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 10000, save_results = true, save_images = true, save_images_iters = Set([5, 10000, 3000, 30, 5000, 1000, 1, 6000, 300, 2000, 2500, 7000, 3, 8000, 9000, 500, 25, 50, 7500, 2, 10, 4000, 250, 100]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([4986, 4700, 3634, 4576, 4901, 9676, 9923, 4522, 9773, 3406, 3672, 2841, 8908, 9835, 2876, 4978, 9802, 3337, 4136, 4150, 3293, 3220, 4888, 4030, 3324, 3982, 3298, 3646, 3719, 9614, 4011, 8897, 3855, 3111, 4584, 4081, 3163, 3914, 9523, 4582, 9306, 4687, 2989, 3762, 4021, 4357, 3408, 9883, 9266, 4962, 9387, 9909, 3326, 9439, 3711, 2874, 4738, 4836, 4464, 3271, 9776, 4587, 9329, 9152, 9956, 3319, 4527, 2746, 9246, 3943, 3292, 4238, 3651, 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Binary file img/lighthouse200x300_pdps_known_zerodual_25_10000_100_reco_frame10000 2.png has changed
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--- a/img/shepplogan256x256_pdps_known_dualscaling_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_dualscaling_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.459006832912564e-6 553620.2403760896 -0.14938477322295188 0.005295187802576954 -2 0.029638000996783376 469869.0972701791 0.3312679535157725 0.007808912497963319 -3 0.04431429298711009 438539.4235438393 0.6988800130238771 0.009995180697644823 -4 0.07477008397108875 392886.6307588309 1.0231521926220126 0.012171847485767377 -5 0.08931958395987749 356520.6656556148 1.3250049121595333 0.014291461748538107 -6 0.11885612498736009 317727.71865927865 1.6070132533050199 0.015048891152421586 -7 0.1334494579641614 279644.0314285583 1.9139030505592567 0.017024714635774093 -8 0.1630665409611538 242450.57695313919 2.2244618565391097 0.01941607624530472 -9 0.1776729989796877 202179.5330617229 2.556169048368041 0.021991864870036126 -10 0.20717999897897243 164204.71254781322 2.8791562781207625 0.023923232206751202 -11 0.22169358297833242 127977.25397391051 3.2172292724200577 0.02700685225724015 -12 0.25210533299832605 91718.43298721775 3.5531927384535367 0.02996680402404673 -13 0.26657549999072216 56556.4984187559 3.9014426773807553 0.03386004957066077 -14 0.2961006250116043 21432.899152901966 4.254214737202803 0.03898822742447744 -15 0.3114484580291901 -7049.832552239372 4.587386173732887 0.041944090874824126 -16 0.3414385410142131 -38244.73980239608 4.948534857486143 0.04871420466756655 -17 0.35600245802197605 -55075.12857267428 5.230550985730289 0.05016858462512336 -18 0.38607641600538045 -100308.36518423846 5.6917939792962535 0.06665539935568154 -19 0.4006184989993926 -131105.23323612337 6.080174932439543 0.08010369378692445 -20 0.4301821650005877 -161052.66204368765 6.474675892793056 0.09246199798005486 -30 0.6535404989845119 -372560.8335949622 10.60806871684351 0.35152957388881856 -40 0.8758998329867609 -458920.5179038892 14.330219974040979 0.520245739137113 -50 1.09859129099641 -484570.7867157535 16.390241759718617 0.615295107997621 -60 1.3190659989777487 -489164.46899357194 17.235026017992737 0.681782421088547 -70 1.5347324989852495 -489548.7826026185 17.654673859306847 0.7149017775995365 -80 1.7507830409740563 -489855.7303699561 17.98002947599105 0.7395385876242956 -90 1.967961040965747 -490532.3396843581 18.19697525298559 0.7551661714546214 -100 2.185009498964064 -490503.4907667867 18.34163767912188 0.7657507718360386 -110 2.3899176239501685 -490527.19909723947 18.3786592280878 0.7735095367934549 -120 2.6117927489685826 -490805.0554061546 18.46448207557987 0.778524728711353 -130 2.832177582953591 -491064.91033372196 18.17138947897935 0.7737162504638317 -140 3.052358666958753 -491412.47581897676 17.803185094473342 0.7578003974882759 -150 3.2733684169652406 -491138.79223456513 18.452192488789816 0.7838543441952588 -160 3.4932954579708166 -490667.37451029185 17.822529067077962 0.7732908171471067 -170 3.7129570419783704 -490808.46289821353 18.702146973228025 0.7912606498186909 -180 3.9373600829858333 -490472.85447851376 18.46420554559048 0.7906595132076055 -190 4.157741666975198 -491312.8864799966 18.47839229942758 0.7914464728988448 -200 4.377149374980945 -490376.6953107163 18.225261884878286 0.7902368616986103 -300 6.5625800419657025 -490881.5191181086 18.75314381289482 0.7979215819888933 -400 8.722515666973777 -490717.15612777456 18.79667923990103 0.8018609793240149 -500 10.91960999998264 -490421.7839587139 18.745142690478552 0.8014821619825743 -600 13.088146333990153 -491325.92121490394 18.919425294594983 0.8096366081642012 -700 15.28793420898728 -490853.97678464284 18.87601199370031 0.8070470083371624 -800 17.45693979196949 -490653.9292729743 18.82769909252065 0.8070603532914074 -900 19.616659166960744 -490942.9689652324 18.928749447836204 0.8096495689955825 -1000 21.80972008293611 -491465.5711628542 18.660742375316765 0.8011142877120945 -1100 23.9628858329379 -491946.88794765517 20.67558823033924 0.8653007821998695 -1200 26.17510720793507 -491766.3422035412 21.462842509566396 0.8886628144584616 -1300 28.35145945791737 -492106.07069756335 21.944311932781837 0.9010517552738464 -1400 30.545627665909706 -492035.48133544443 22.289527956771607 0.908448596083115 -1500 32.81782899890095 -492006.93879667175 22.569315594168053 0.9145484053762469 -1600 35.03455779090291 -492068.9017486774 22.79824470499012 0.9195134157531404 -1700 37.25703120790422 -491973.0310604263 22.997121007979374 0.9230074302918422 -1800 39.42082170789945 -492157.73635658337 23.170784486322592 0.925879554078814 -1900 41.63205345789902 -492128.49976334634 23.3177373013605 0.9268024468120033 -2000 43.818800915876636 -492172.3425670947 23.45233100596471 0.9297203557837488 -2100 46.01111812487943 -490842.057390945 19.055320991208788 0.8144417837650987 -2200 48.21904091586475 -492063.31699524866 18.663198209301694 0.7865965489623984 -2300 50.38236708185286 -489813.78735269187 18.757477797979984 0.8018446058090832 -2400 52.59192074785824 -490694.24832789623 18.837463090630592 0.8064094018364263 -2500 54.76805841384339 -491524.38262176845 18.568998877483562 0.7993307567087444 -2600 56.97651670585037 -491127.8300477135 18.94064619562853 0.8100960261715391 -2700 59.18318745584111 -490833.785072626 18.84076293568408 0.8054348487654868 -2800 61.33551478886511 -490945.180226586 18.944438343550857 0.8088710802330208 -2900 63.558369621867314 -491397.1377536733 18.89448728549836 0.8098513938297643 -3000 65.71947995485971 -490890.3340291773 18.859910459365686 0.8059136199004987 -3100 67.92571903785574 -492205.2483528276 18.304793566156274 0.7888246396623056 -3200 70.12839116284158 -489890.1135427366 17.187934995978793 0.7576264749671228 -3300 72.28902649582596 -491507.81812910986 18.340369759294724 0.783366567007756 -3400 74.5045136208355 -490591.27506512665 18.440396531816354 0.782064891442958 -3500 76.65856078782235 -491500.94224139565 18.703321883359585 0.8003380395635323 -3600 78.8717083708325 -491680.9585763708 20.648657793879316 0.8650640956287767 -3700 81.04496749583632 -492027.6668369326 21.44660290966482 0.8871939578392454 -3800 83.20594462082954 -491836.02728745685 21.93080588387909 0.9003630185061029 -3900 85.4032742458221 -492025.7284686548 22.278510922238016 0.9077537100457032 -4000 87.52887237083632 -491800.99029709626 22.54439971127928 0.9148342320174057
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--- a/img/shepplogan256x256_pdps_known_dualscaling_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_dualscaling_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.99998121894896e-6 555362.1431745938 -0.14938477322295188 0.005295187802576954 -2 0.028405958000803366 470925.17616532935 0.33128901310516273 0.007809209856234543 -3 0.04285175001132302 439247.75044379354 0.6989382300321884 0.00999638774451896 -4 0.07197379099670798 393426.83171812515 1.023238034213088 0.012174303324216627 -5 0.08639979100553319 356950.23877562676 1.3250861043160929 0.014295990677234218 -6 0.1157831660239026 318137.9274369853 1.6071912534559465 0.015060192390215851 -7 0.1303349580266513 279993.0787466161 1.914145246841622 0.01704517669489634 -8 0.1585559580125846 242752.0467490483 2.2246877327461028 0.019441041133600276 -9 0.17258779201074503 202445.33188692178 2.5563756699696922 0.02202305698975953 -10 0.20218791702063754 164454.38558355687 2.879418814858789 0.023968973639743436 -11 0.21607508300803602 128200.8062427812 3.2174676469673913 0.027058432983705877 -12 0.24430466600460932 91926.03363650513 3.5534699131127763 0.030037586580614537 -13 0.2590638320252765 56748.446533691975 3.9017331506567814 0.033945296904857286 -14 0.2877003730391152 21615.13919826201 4.254521072486488 0.039096676555540597 -15 0.3023457480594516 -6876.178259919853 4.587655773051368 0.042054649396762914 -16 0.33238462306326255 -38079.7835645778 4.948790430420934 0.04883603272349871 -17 0.3468871230725199 -54912.78237027924 5.230768445761113 0.05027542016784221 -18 0.3762657060578931 -100157.8414352843 5.692035903013096 0.06676012710241425 -19 0.3907156230707187 -130958.08134638345 6.080431101984987 0.08022366166468053 -20 0.42007783107692376 -160907.02769993476 6.47497545271817 0.09259383030165247 -30 0.6398833730781917 -372455.9932077385 10.608607966026014 0.35193770273011254 -40 0.8591459560848307 -458840.3491068815 14.33143960677395 0.5208350594349048 -50 1.0717415390827227 -484513.2308983297 16.39175238527701 0.6161313253348648 -60 1.289948414079845 -489118.6139033828 17.235739818101074 0.6825322765507233 -70 1.5067883300653193 -489507.3553148646 17.654964586651417 0.7154402915743585 -80 1.718404038081644 -489816.37786262855 17.979897280815702 0.7399964674795858 -90 1.9296553301101085 -490494.2977767671 18.196558061301772 0.7555604121855333 -100 2.1432070381124504 -490466.4760089136 18.34109475953175 0.7660377873711308 -110 2.3410042461182456 -490491.07538719644 18.377647014685103 0.7736611328133107 -120 2.5519769131205976 -490769.5752512487 18.463788816060315 0.7785949224842015 -130 2.7662445801252034 -491029.92810309347 18.1707620572138 0.7737165704906055 -140 2.978654664126225 -491377.25220944424 17.80295304185078 0.757729989635455 -150 3.1898161641147453 -491104.71751694265 18.451285198456354 0.7837249866053302 -160 3.4016204971121624 -490632.0645378118 17.820876442026847 0.7731071478568267 -170 3.615903414116474 -490774.46001953207 18.700528339251743 0.7910668342892859 -180 3.8292358311009593 -490438.12665086135 18.46159384940835 0.7904093268953087 -190 4.041970456106355 -491278.38434046274 18.47682217185414 0.7912048968667797 -200 4.253305456106318 -490341.2047618 18.22256930439599 0.7899441001018632 -300 6.368177081109025 -490847.97273602 18.75184004672701 0.7976147552484164 -400 8.509662372118328 -490682.2990563273 18.794208586621913 0.801540258460975 -500 10.612133705115411 -490387.44017098047 18.742966892710243 0.8011722027752445 -600 12.73557991310372 -491291.04066030105 18.91762606182653 0.8093008017520842 -700 14.85104012209922 -490818.6197947094 18.8742597497327 0.8067039078297094 -800 16.958502788096666 -490618.9135656453 18.826338345905793 0.8067233338231974 -900 19.056203580083093 -490907.9715684495 18.927302999533495 0.8093365815864948 -1000 21.14490574708907 -491431.56547519064 18.660635173265582 0.8008523409341068 -1100 23.24699399707606 -491887.71909889096 20.674982584060405 0.8643517723398253 -1200 25.339977122086566 -491706.2819340002 21.479856101862353 0.8876850509647213 -1300 27.439165831106948 -492046.25230146025 21.97169370408142 0.8998560726711925 -1400 29.561389081092784 -491976.2238039845 22.31929419571415 0.9070940419310163 -1500 31.672424747084733 -491948.0296208293 22.59678405543565 0.9129918372858472 -1600 33.77197870510281 -492010.4746493579 22.81670160476849 0.9178305379977154 -1700 35.879402788123116 -491914.56417447794 23.005013073874036 0.9210810322644079 -1800 37.990278163109906 -492098.6994296475 23.16515378911963 0.9238374834015044 -1900 40.09060103810043 -492069.0618137283 23.295175266282875 0.9246101693885451 -2000 42.19602649609442 -492113.6507588395 23.414444975545223 0.9273048026462489 -2100 44.2955700790917 -490806.91112985346 19.05457539498575 0.813836037817834 -2200 46.402196787094 -492029.7141724087 18.66200787379722 0.7862336845072149 -2300 48.50618374609621 -489779.19161294075 18.7552084318572 0.8015181258991371 -2400 50.59692420408828 -490659.3361598611 18.83571645170637 0.8060704492605169 -2500 52.70533549608081 -491488.19235031854 18.566119834870356 0.7989091456045959 -2600 54.81232532908325 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21.950331907464154 0.8994828085643086 -3900 82.17514008111903 -491965.13040276757 22.299210796869907 0.9064856156468493 -4000 84.26656541411649 -491741.20834848814 22.558791844852966 0.9133618668717041
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--- a/img/shepplogan256x256_pdps_known_dualscaling_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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--- a/img/shepplogan256x256_pdps_known_greedy_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/shepplogan256x256_pdps_known_noprediction_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_noprediction_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.2707983842119575e-5 551878.3375775854 -0.14938477322295188 0.005295187802576954 -2 0.027455207979073748 511762.6762748136 0.09035124024425467 0.00519645817930506 -3 0.040376540971919894 471905.12479492085 0.34074803598632303 0.0053424268543263344 -4 0.06795433297520503 431561.83623518044 0.5967932959428549 0.005634381031389109 -5 0.08084304098156281 392250.2538752461 0.816085117101838 0.00017454703660101464 -6 0.10820512496866286 353395.3381444892 1.0723675209370906 0.0005594059015100963 -7 0.12119108397746459 315382.67176386266 1.3376550145347055 0.000506423991266807 -8 0.14868025097530335 277011.2142694752 1.6020717501575468 7.669629614094143e-5 -9 0.16157408399158157 238782.42988323266 1.8996417748100838 0.0020841813045841644 -10 0.1926674999995157 200673.84805247898 2.1823715624375124 0.0023072270285181126 -11 0.20556441700318828 163796.81446780355 2.492319706825214 0.0034183215694146615 -12 0.23274870900786482 127473.17183506374 2.786828382757607 0.004250110152529438 -13 0.24562370899366215 91862.43047016693 3.0925617696754677 0.004532128887926853 -14 0.2728040419751778 57525.40266063641 3.3869186490476206 0.004352726586196695 -15 0.2858130009553861 23625.243317812627 3.7156604664606956 0.007201192596195009 -16 0.313043250964256 -8528.15065962959 4.015455227778796 0.005187996518973011 -17 0.32597925094887614 -38052.9506865902 4.231216063612667 0.0016292425475554623 -18 0.3532711259322241 -70113.46012010332 4.663000634673421 0.00889241688230793 -19 0.36620629293611273 -99694.49542750046 4.9820279440978785 0.008470538995175707 -20 0.39369291794719175 -128142.39268057625 5.304982170417115 0.008799890284916043 -30 0.5951338339655194 -340440.31171963277 8.387290952333986 0.04994023498655416 -40 0.7977614169940352 -443061.83539941855 11.211063956251863 0.18153279511723275 -50 0.998638832999859 -475476.69896889996 12.623801085069356 0.28561609430531865 -60 1.2009241249761544 -484216.1414172726 13.665687098331444 0.3405936278575281 -70 1.402006790973246 -484023.8835502245 13.725848126654256 0.35986891926842635 -80 1.6028052489855327 -483893.03476922476 13.857422447087842 0.36388362458501855 -90 1.8045765819842927 -487365.7264359214 14.74110179518759 0.3970545488510735 -100 2.005351414962206 -487562.9971583935 14.964819959237392 0.42223834999309273 -110 2.191947414947208 -481443.8061153458 13.779288076028873 0.3497312136374916 -120 2.394672123948112 -483094.9062181984 14.215634374980732 0.35005203861815537 -130 2.5955835409404244 -481465.689450985 14.013131970317136 0.3375151773531573 -140 2.7959135409328155 -481721.50672382663 14.04974404502541 0.3341772172884403 -150 2.9977033329196274 -485613.2367119625 14.876566668339443 0.38295964800148147 -160 3.198434624937363 -487307.35702596325 15.17209916024407 0.4023929961729698 -170 3.4002654999494553 -486692.83544183755 15.427045990094317 0.4243516782186473 -180 3.6008963749336544 -486969.8788087038 15.623435899034705 0.4353107369267369 -190 3.8017001249536406 -488046.9048776141 15.59673553606181 0.45470731173279266 -200 4.0031875409476925 -488214.92731904914 15.906895449131147 0.4662133816105871 -300 5.9992274579708464 -490141.55533056054 16.84130898584539 0.5989427527021232 -400 7.995635582978139 -488901.5181651319 16.724408701908196 0.6681364265271069 -500 9.986792624986265 -485444.78181832517 15.517815995237704 0.6413251875899091 -600 11.980554375011707 -489268.42541724845 16.285093994102176 0.6531164138775719 -700 13.975758875021711 -488633.5457809607 16.153627084556675 0.6468383624872704 -800 15.969611458014697 -483590.43240738765 15.159762019708067 0.5849980015915978 -900 17.963976875005756 -488257.49426574644 16.33443053783647 0.6729532542258758 -1000 19.957228500017663 -490416.03401899495 16.814052425184073 0.7056430231861903 -1100 21.94559370802017 -491852.77746538405 19.025647566825043 0.8034208528941347 -1200 23.93479854101315 -491773.0237273761 19.936262100049017 0.8450551132429504 -1300 25.927199666009983 -492136.17451705417 20.517600149665217 0.8662901169171147 -1400 27.916584457998397 -492073.6057824432 20.958346977348967 0.8783150471962636 -1500 29.90590645800694 -492048.56342839095 21.3201432721848 0.8874934898861007 -1600 31.892764416028513 -492114.40826147486 21.62503347760964 0.8950477396773366 -1700 33.88125370803755 -492020.3215959467 21.895793740377336 0.9009700390224764 -1800 35.869459249050124 -492207.323388348 22.141744160849374 0.9060577607019956 -1900 37.85484162403736 -492179.91908458516 22.365046798161508 0.9094193916209306 -2000 39.8423195410287 -492223.53833846207 22.57161065820302 0.9141879637323398 -2100 41.835085332015296 -486028.81118067115 15.205581539690233 0.6211119514475685 -2200 43.8299174150161 -490969.46455074655 16.620091522138015 0.627249327204551 -2300 45.82600674801506 -487657.40786587296 16.234350081000425 0.6518188773476752 -2400 47.82188999801292 -488461.62944889977 16.075949624375536 0.6197253002974803 -2500 49.8166332480032 -489734.7693556024 16.211518160882015 0.6555179571788028 -2600 51.80703287301003 -486545.4182200225 15.547835555641454 0.6279845523114893 -2700 53.811648706003325 -489056.1544667643 17.127782772692953 0.6633951773011924 -2800 55.808713915001135 -487604.2827009419 16.039243029886165 0.662436688515945 -2900 57.80081191501813 -484523.6059504403 15.166428128076614 0.6050800982934144 -3000 59.7950489979994 -484141.30962730356 15.052430674491873 0.606184106868368 -3100 61.794447205989854 -491323.07830380934 16.5318060178763 0.6556265598732326 -3200 63.790023413981544 -489427.46878631035 16.222957283029366 0.6549220520064809 -3300 65.78799203896779 -489883.7858988657 16.24462644069596 0.6390928495134239 -3400 67.78219908097526 -481532.5647313757 14.796787045934447 0.5669650409822241 -3500 69.77956091499072 -489727.333219283 16.250409590224013 0.6491836398145916 -3600 71.77058324799873 -491551.38788407156 18.5447821523188 0.7661468091941731 -3700 73.76161049801158 -492019.6047552764 19.460353255658344 0.816703661953789 -3800 75.74982320601703 -491856.61371740437 20.04769880100168 0.8459420273585645 -3900 77.73607729002833 -492058.48975168914 20.49741633540013 0.8644412333719713 -4000 79.72538299803273 -491839.4828972337 20.867411436456944 0.8795773354700132
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--- a/img/shepplogan256x256_pdps_known_noprediction_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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1985, 1603, 1967, 1024, 3887, 1867, 3739, 1446, 1841, 1427, 3768, 3577, 1317, 3808, 3619, 1974, 1798, 3891, 1815, 3546, 1959, 1746, 1443, 3822, 1915, 3733, 1128, 1454, 3947, 1329, 1227, 3879, 1554, 3679, 1828, 1376, 3795, 3520, 3953, 3612, 1717, 3848, 1563, 1536, 1447, 3800, 1868, 1160, 1989, 3771, 3898, 1990, 1556, 1683, 1880, 3893, 1273, 1605, 1749, 1492, 1936, 1738, 1573, 1606, 1219, 1709, 1589, 1713, 1339, 3636, 1239, 1677, 1459, 1731, 1968, 1977, 1118, 3924, 1020, 1910, 1390, 1100, 3904, 3758, 1106, 1419, 1307, 3682, 1161, 1385, 3849, 3976, 1820, 3688, 3746, 1126, 1530, 3605, 3551, 1500, 1444, 1689, 3559, 1195, 1229, 3663, 1522, 1432, 1453, 1099, 3789, 3542, 1602, 3975, 3841, 1655, 1083, 3512, 1947, 1592, 3878, 1733, 1835, 3564, 3685, 3997, 1489, 3529, 1136, 1062, 3907, 1289, 1069, 3615, 1611, 1904, 1741, 3503, 1773, 1929, 3586, 1978, 1412, 1699, 3865, 3714, 1658, 3554, 1098, 1517, 1760, 1096, 1949, 1708, 3950, 1491, 3951, 1277, 1858, 1509, 1456, 1030, 1346, 1179, 1572, 1817, 3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_noprediction_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.208007784560323e-6 553620.2403760896 -0.14938477322295188 0.005295187802576954 -2 0.02762370801065117 513439.3212587065 0.09104785394961323 0.005200245414703512 -3 0.04067983300774358 473517.51931144646 0.342203392237152 0.0053506556410293764 -4 0.06836566599668004 433110.65062826267 0.5990745400884531 0.0056468673139719785 -5 0.08138854100252502 393734.69535154814 0.8192467321010416 0.00018062464361841887 -6 0.1097835410037078 354815.82316064945 1.076499428498285 0.0005679225410536211 -7 0.12284962402191013 316738.9215779871 1.3428489706029556 0.0005174636816589821 -8 0.15046833202359267 278300.3692741485 1.6084120458207227 8.711920660133682e-5 -9 0.16339124902151525 239999.6786048153 1.9072759196239066 0.0021041479748484574 -10 0.1913285410264507 201813.39144418816 2.191391297927679 0.0023319199225912243 -11 0.20468233301653527 164854.3314752581 2.5028967925282526 0.003453292483778092 -12 0.23307424900121987 128439.66380033168 2.799047225686402 0.00429176376918638 -13 0.2464594150078483 92734.47625168406 3.106604809352052 0.00458649388355915 -14 0.27470091500435956 58296.88521130908 3.4028734405316707 0.00440811386847227 -15 0.2881329150113743 24290.011194762814 3.7337906987645724 0.007289683366307183 -16 0.31654224800877273 -7973.2355883908285 4.035851340607019 0.005280381302037795 -17 0.32996791502228007 -37611.42927752244 4.253509810017592 0.0016916188868313724 -18 0.35826704002101906 -69782.19347768293 4.688472771921671 0.00905176091009887 -19 0.37169445704785176 -99472.25510088925 5.010281170765128 0.008671003413021898 -20 0.40015308203874156 -128028.5763035642 5.3362358164647965 0.009083720528801239 -30 0.609399540029699 -340912.8588589325 8.456052031134822 0.05458131969368836 -40 0.8198380400426686 -443415.1415204785 11.32963974444154 0.1920380112451492 -50 1.0293265400396194 -475541.62626084563 12.765962482397683 0.2966670248628602 -60 1.2389924570452422 -484123.99153451424 13.840691853219225 0.350913100846754 -70 1.4530814150639344 -483951.56316579005 13.906766688149713 0.3693560130840968 -80 1.6618760820711032 -483868.09545729455 14.046290119229813 0.37368741458089416 -90 1.8735945400840137 -487370.0117763966 14.98092424448865 0.408731629507986 -100 2.0833326240826864 -487586.45864804543 15.215366616494922 0.43492905198732834 -110 2.276069082086906 -481508.68435806007 13.94450024847766 0.3621380985600092 -120 2.4798389150819276 -483174.575843799 14.388638066204894 0.36440019684795855 -130 2.6797877070785034 -481561.8950563923 14.168455295437855 0.3526884230119835 -140 2.879640082072001 -481824.0092397076 14.191629574411975 0.3505278498797797 -150 3.0833094150875695 -485701.08321704174 15.044101369652614 0.4034840481603547 -160 3.2845406240958255 -487367.8843857522 15.351593543864688 0.42777844959164923 -170 3.4922389570856467 -486733.57192496565 15.614937702145717 0.45347974716581296 -180 3.701769457082264 -487003.6122728525 15.814503505303739 0.46783992293262355 -190 3.911134207068244 -488052.37813656835 15.77882651928469 0.4917326259804073 -200 4.120853207074106 -488224.9886953536 16.09955233929185 0.508760351899741 -300 6.188566040073056 -490100.75895226846 17.041057461233347 0.6702141819800758 -400 8.238013540074462 -488853.6165134672 16.87201347819598 0.7053309478695519 -500 10.24820483205258 -485442.1859298067 15.598893427147562 0.6529507776852822 -600 12.3281156240555 -489143.2539332847 16.310519114185524 0.6645153580233125 -700 14.339886124042096 -488544.15825269057 16.23455006671015 0.6597964699175547 -800 16.366170041030273 -483589.9032406306 15.202686476793021 0.5970455216006145 -900 18.435974916035775 -488221.58500348113 16.45134724391809 0.6869511933653614 -1000 20.43121062402497 -490341.7026185156 16.923447372048408 0.7167478064954915 -1100 22.50461204102612 -491787.0547165667 19.339852949540184 0.8192556369029913 -1200 24.547631124034524 -491714.8313684328 20.368508300507393 0.8580945312517989 -1300 26.6045258740196 -492078.26936277945 21.007825319610582 0.8760663800497048 -1400 28.68354153999826 -492015.63579888915 21.464790540480184 0.8867818472959474 -1500 30.688802457007114 -491991.1937348859 21.838091327823665 0.8960279515800917 -1600 32.73996504000388 -492057.4123834854 22.15382366185453 0.903908236275906 -1700 34.8127801650262 -491963.54362871713 22.432254238436474 0.9101406072676519 -1800 36.80744249903364 -492149.9663763947 22.676222056732378 0.9155194787483997 -1900 38.88012579100905 -492122.4043354301 22.888114421098997 0.918320653314058 -2000 40.92858916599653 -492166.7528609622 23.080181933509007 0.9222422074531422 -2100 42.952800248982385 -485980.9871985475 15.174632441613545 0.631694189752042 -2200 45.02897987398319 -490894.3549158828 16.741807478683274 0.6436091682622906 -2300 47.0506688739988 -487605.37654196564 16.315039932441277 0.6615566721349979 -2400 49.089052456984064 -488360.24074288766 16.155936545476152 0.6334984037331683 -2500 51.15834120698855 -489662.53508692625 16.328772450633522 0.6691750836939225 -2600 53.18369699898176 -486497.4496612683 15.604110547904142 0.6426202218597742 -2700 55.26458604098298 -489035.4608125701 17.366583295890166 0.686675904174708 -2800 57.30709641598514 -487556.34783364815 16.136285094957763 0.6776496968029558 -2900 59.32944008297636 -484532.03102247475 15.255864056379822 0.6176287789315584 -3000 61.400926374975825 -484137.91164277896 15.073790526052624 0.6176185489614936 -3100 63.42612179098069 -491235.62915240135 16.629025589170176 0.6734824522204577 -3200 65.47315824998077 -489356.9489078681 16.331199139610813 0.6714898515479599 -3300 67.55670274997829 -489823.42326710495 16.35469208710749 0.6545977322885155 -3400 69.55776333398535 -481540.703123049 14.826423692050776 0.5789122644904541 -3500 71.61872500096797 -489635.2126521778 16.29555024013016 0.6608092061301615 -3600 73.65943866796442 -491478.38683525013 18.791719345148284 0.7845807139643839 -3700 75.6668610839697 -491959.9947700074 19.83337508717051 0.8372716798734732 -3800 77.72079579296405 -491798.93358131504 20.49356217944564 0.8648591081061214 -3900 79.7395290019922 -491999.65879776806 20.98144015454954 0.8788695851937756 -4000 81.77711462700972 -491780.9297626408 21.360884052539816 0.8899463160700352
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--- a/img/shepplogan256x256_pdps_known_noprediction_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_noprediction_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 7.624999852851033e-6 555362.1431745938 -0.14938477322295188 0.005295187802576954 -2 0.029489708016626537 515112.0661579289 0.09174376174617244 0.005204039997233774 -3 0.04293850000249222 475122.06048080174 0.3436558528108982 0.005358900512331606 -4 0.07126416699611582 434647.77338505216 0.6013489545522483 0.005659392075464252 -5 0.08463712499360554 395203.5824407634 0.8223957195203612 0.00018678086757245436 -6 0.11293104197829962 356217.0364969271 1.0806106194533363 0.0005765562666858288 -7 0.12628666698583402 318073.02311664046 1.3480116039648695 0.0005286857958236611 -8 0.15446533396607265 279563.77148970426 1.6147077080984888 9.772448798260776e-5 -9 0.1678295419551432 241188.32940966912 1.9148486251364445 0.002124371047822644 -10 0.19602729196776636 202922.56330008866 2.2003296929309695 0.0023569381817929442 -11 0.20937687598052435 165879.0404796163 2.513368744831287 0.0034887405368107987 -12 0.23758304299553856 129371.75385614154 2.811133472516883 0.004334000972502236 -13 0.2509637510229368 93570.25489238916 3.1204828394908595 0.004641734501810132 -14 0.2791880010336172 59031.27639551872 3.4186284250522236 0.004464694935900617 -15 0.29256408504443243 24917.44653677971 3.7516773450771437 0.007379586189428368 -16 0.3207597100408748 -7456.867530271565 4.055957281271045 0.005374957013249849 -17 0.33416625202517025 -37210.139828411055 4.275471330543887 0.0017574072990320887 -18 0.3625493770232424 -69488.14158546808 4.713550680214565 0.009218316964370343 -19 0.3759630440326873 -99287.89378331338 5.038072358818346 0.00888206396886736 -20 0.40429529405082576 -127951.62239639224 5.366952553008769 0.009391164738186936 -30 0.6124699610518292 -341401.4810591799 8.523348781063016 0.05948801556013315 -40 0.823472002055496 -443769.02667759755 11.446008709433809 0.2024796740989181 -50 1.032893835043069 -475630.2178698343 12.905428258690579 0.30727320446039574 -60 1.2461370020464528 -484077.4023186187 14.012402597413601 0.3606220356016074 -70 1.4578452520654537 -483934.75801466795 14.081235815989483 0.3785055175527816 -80 1.6656490440655034 -483895.1857397793 14.22342981706949 0.38324784220443936 -90 1.8739333360572346 -487419.74485243356 15.202072994204123 0.4201601469399924 -100 2.08091950204107 -487647.06603231706 15.439616135712818 0.44755291046233014 -110 2.273660919017857 -481604.4104856601 14.083540088364106 0.37490049958979976 -120 2.4822357520170044 -483267.3081020194 14.528773513715121 0.379328240808582 -130 2.6892247940122616 -481659.2093258935 14.290589690419289 0.368384576851379 -140 2.8965891690168064 -481917.46648498107 14.300084820607765 0.36768364541520326 -150 3.1049925860133953 -485770.93310436787 15.171932281623794 0.42508674038725613 -160 3.3124282110075 -487416.35800242866 15.48811975752049 0.45495713019930406 -170 3.519392420013901 -486767.9032188954 15.756704059464647 0.48443597471080124 -180 3.727426502999151 -487031.3186621305 15.956500666570683 0.5026996148986542 -190 3.934367003006628 -488052.1703554184 15.911727226254689 0.5307615617978141 -200 4.142215128027601 -488232.5480777509 16.240095590872205 0.5521972879014057 -300 6.166918753035134 -490054.5699940996 17.174784470045022 0.7075028480326503 -400 8.201541544025531 -488799.94542333536 16.96402610634021 0.7159407177979085 -500 10.224383711029077 -485442.51700308773 15.648732567790582 0.6579363821658863 -600 12.256866169016575 -489043.5245998752 16.335065287481008 0.6720496287165949 -700 14.25851837801747 -488464.6765816148 16.298607525752168 0.6691085603826533 -800 16.24964208601159 -483588.727578275 15.228645246114638 0.605605866648538 -900 18.25133708602516 -488186.67550403764 16.52777347273567 0.694876843949342 -1000 20.24273925300804 -490276.40085953195 16.995326210767733 0.724024740315103 -1100 22.22902887800592 -491724.73114955105 19.554829227247993 0.8261119846010319 -1200 24.233585086010862 -491656.66995957284 20.64976850290778 0.8626528245320044 -1300 26.21753400299349 -492020.74430529977 21.29664604485114 0.8800905870797483 -1400 28.21776716999011 -491958.90819090913 21.76271629251973 0.8911726964225235 -1500 30.204171628982294 -491934.9304044605 22.13814008538921 0.9007212962941639 -1600 32.22816071196576 -492001.5636568365 22.442731780251872 0.9084523969904208 -1700 34.21401029496337 -491907.5349331955 22.705178157410657 0.9134146577749717 -1800 36.200907503953204 -492093.18827493966 22.92912281497541 0.9174397220623463 -1900 38.20616229495499 -492065.094952838 23.11494552327087 0.9193392384281622 -2000 40.21229629495065 -492109.99863973603 23.279738949878 0.9226850342156109 -2100 42.241617211926496 -485930.94596490083 15.174825888374281 0.6373798235046118 -2200 44.271584544942016 -490838.2868385435 16.854003001697127 0.6536770778788685 -2300 46.316664169949945 -487559.2047417894 16.38150026258656 0.6687516188103447 -2400 48.3846592529444 -488280.5312642403 16.234236656029037 0.642693852096281 -2500 50.45233954396099 -489597.9567497776 16.42469424653507 0.6789186288886553 -2600 52.48640187695855 -486448.8536790666 15.64164071270741 0.6521865858884229 -2700 54.5153003349551 -489022.6459959073 17.526650961641216 0.7018490899684783 -2800 56.54288583496236 -487510.8922458148 16.190493053691085 0.6855224343371036 -2900 58.57802195995464 -484532.3667569091 15.310259918440677 0.624168482336938 -3000 60.608587376977084 -484127.2245950179 15.074367279538045 0.6232683518380568 -3100 62.67434604297159 -491165.53275414463 16.710823976049806 0.6840995626024521 -3200 64.71558229299262 -489298.35723179084 16.407840027445395 0.6826604225555022 -3300 66.72421483500511 -489776.1434631835 16.444451438183645 0.6676100922467627 -3400 68.74470525200013 -481541.2307404016 14.825290071298149 0.5852787599346908 -3500 70.7751263359969 -489559.8013845956 16.342594629281916 0.6682273153972378 -3600 72.79616104401066 -491415.7005051895 18.992648291364663 0.7966054404141671 -3700 74.79511275200639 -491902.9724467595 20.115390220831927 0.8482183036359674 -3800 76.78302804401028 -491741.7287235033 20.804458908678257 0.8713326145691234 -3900 78.78800646000309 -491941.1785328623 21.29249456180642 0.8832925028568159 -4000 80.78018221000093 -491723.2387345806 21.67122146334617 0.8940945327741825
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--- a/img/shepplogan256x256_pdps_known_noprediction_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 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3993, 1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_noprediction_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.583978680893779e-6 557104.045973098 -0.14938477322295188 0.005295187802576954 -2 0.02826004195958376 516780.9226607931 0.0924389575960944 0.0052078392342598204 -3 0.04166029195766896 476718.786553023 0.3451054061913222 0.005367160548379015 -4 0.06998529194970615 436173.21873821894 0.603616524672529 0.005671952552691239 -5 0.08334320897120051 396657.2335788942 0.8255320360514911 0.00019300730697056152 -6 0.11175737596931867 357599.1011170847 1.0847010596148186 0.0005852970437129837 -7 0.12510995895718224 319384.79043035617 1.3531428700216785 0.0005400947108461102 -8 0.15385241797775961 280801.74661608983 1.6209585857591393 0.00010846873143333742 -9 0.16720591796911322 242349.39599968 1.9223598493934049 0.0021448720444570447 -10 0.19585341797210276 204000.63458798014 2.209186673382239 0.002382303611170092 -11 0.20920945997931994 166871.3318330205 2.5237354256055546 0.003524687707257555 -12 0.23812104295939207 130270.39425110217 2.8230873196639794 0.004376851446064411 -13 0.25161225197371095 94370.67799380889 3.134195468695013 0.004697874771395046 -14 0.27980475197546184 59730.19328525043 3.434181477722306 0.004522219121016062 -15 0.2934061679698061 25508.401681169547 3.7693200064652235 0.007470946211189882 -16 0.32199612696422264 -6977.831590841575 4.075772511895698 0.005471784747438513 -17 0.33586225198814645 -36847.53990852629 4.297094809698104 0.0018266739187295562 -18 0.36516475200187415 -69230.67723773165 4.738224706938902 0.009391862687841576 -19 0.3790273350023199 -99139.26354929067 5.065397897381864 0.009105733447348325 -20 0.40763887600041926 -127909.4784529298 5.397135238660371 0.009724915132056835 -30 0.6171713759831619 -341904.62837255595 8.589134540382572 0.06462591356004478 -40 0.8254049179668073 -444127.34360705584 11.55996234687716 0.21293869579292887 -50 1.035449251969112 -475739.49146171525 13.042022971849347 0.3174374066630742 -60 1.249265876977006 -484072.4121427113 14.180127890125124 0.3698975066094998 -70 1.4580169179826044 -483962.1833064406 14.247650633084223 0.38735883771274904 -80 1.671834709995892 -483959.60055512696 14.387976256564057 0.3925810567469319 -90 1.8790955430013128 -487495.5801848829 15.40412351311396 0.4311212178168353 -100 2.0906705009983853 -487726.01910274214 15.639190529493396 0.46049322339111 -110 2.284416793001583 -481708.935729306 14.200044459543298 0.38826502756453074 -120 2.491489542997442 -483357.55179758184 14.641882213498397 0.39461625444114684 -130 2.6998959179909434 -481742.59225394134 14.387510465916428 0.38472045316096093 -140 2.9073889179853722 -481991.8245962806 14.38401011556345 0.3856032419622512 -150 3.1155658759817015 -485820.27057622187 15.27148193460004 0.44773030258614677 -160 3.3233091259899084 -487452.32194250333 15.595259730844383 0.4831081616688814 -170 3.5304040419869125 -486792.64594017516 15.866825380170651 0.5163133424383122 -180 3.7381044589856174 -487052.7061216702 16.065229430226964 0.5380406598115947 -190 3.945594208984403 -488047.21054585377 16.011799365272083 0.5681828017685152 -200 4.152124958985951 -488235.2011879773 16.346774450878026 0.5920949586043451 -300 6.2065344999718945 -490004.64252556674 17.269098025132173 0.7239805917778055 -400 8.264331332989968 -488746.9364050459 17.02510399030729 0.7201576790300777 -500 10.30302541598212 -485441.7125561188 15.684790087443027 0.6613485967385839 -600 12.341949082969222 -488963.8041474115 16.361191034490577 0.6773117515961886 -700 14.359372623992385 -488394.04855044093 16.35022463988297 0.6770797146000898 -800 16.36472479099757 -483585.2441641912 15.24284661113543 0.6109723715221703 -900 18.40521412398084 -488150.43079116195 16.579007315512367 0.6988806874044957 -1000 20.413391748967115 -490219.6782874371 17.05464823709987 0.7290459168168659 -1100 22.41462408195366 -491665.47240117536 19.71461225511206 0.8289484236344837 -1200 24.400887248950312 -491599.6091465574 20.827623019181868 0.8646139197708258 -1300 26.384933957946487 -491964.5739027606 21.481641646079012 0.8824978645970538 -1400 28.36303049995331 -491903.3616706795 21.94105367775634 0.8937022388972271 -1500 30.3647525839624 -491879.3112474009 22.30093524389398 0.902081208621034 -1600 32.34864654197008 -491945.93107608013 22.583855589433647 0.908419211515987 -1700 34.34505633398658 -491851.6561765685 22.822708726893822 0.9126240522397174 -1800 36.33711991697783 -492036.6943336295 23.01857242167167 0.9162986906324384 -1900 38.357635916996514 -492007.9508311327 23.170898750562678 0.9177055486975249 -2000 40.34449779201532 -492053.3818197507 23.30330608058379 0.9204019287466005 -2100 42.34366833299282 -485888.0020745963 15.195017756514172 0.6408500612294356 -2200 44.331400832976215 -490797.10846144025 16.95807109805375 0.6617361840755398 -2300 46.32906612494844 -487517.9089377807 16.436919965887746 0.6743346986288346 -2400 48.334101957967505 -488213.7399197845 16.30499337228403 0.6503093305104379 -2500 50.33623499996611 -489539.7401436412 16.499780757673104 0.6875224605144206 -2600 52.34641558295698 -486394.81945162686 15.663565365252301 0.6581998492525758 -2700 54.34957179095363 -489015.96504077106 17.625386238913205 0.7110594737053513 -2800 56.3383862489718 -487468.8585338253 16.224721328487565 0.689310834755506 -2900 58.37005603997386 -484530.1534587196 15.344532183743445 0.6281019990652872 -3000 60.40022758196574 -484109.7289581939 15.06862973304627 0.6255726039565285 -3100 62.429811373964185 -491106.5368302972 16.78139142510252 0.6911618373668957 -3200 64.45250199895236 -489246.8366530542 16.46340589520217 0.6912772256811395 -3300 66.48078583195456 -489736.0920411396 16.51384575032935 0.6782573300042418 -3400 68.5367107479542 -481532.2454659456 14.811964419451048 0.5883302688875685 -3500 70.56803199794376 -489494.58581503376 16.391746273058086 0.6736036078727703 -3600 72.62740991395549 -491359.36107539077 19.162273626070704 0.8053606189759334 -3700 74.6637161639519 -491846.6275484006 20.33098795363623 0.8534208895169242 -3800 76.66655937294126 -491685.05240492197 21.02036587170993 0.8740928147469615 -3900 78.71163270593388 -491884.096704381 21.504111896582458 0.8856575313324655 -4000 80.74341816391097 -491666.7000636284 21.87231381617561 0.896185653234873
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--- a/img/shepplogan256x256_pdps_known_primalonly_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.1, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_primalonly_10_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 1.1750002158805728e-5 551878.3375775854 -0.14938477322295188 0.005295187802576954 -2 0.027921500004595146 468760.8522205081 0.3311750145137281 0.007807992541242655 -3 0.041303500009234995 437823.1272688628 0.6988970302391797 0.00999559098720379 -4 0.06912258302327245 392322.59976783977 1.0232523911863332 0.012173402555815751 -5 0.08248612502939068 356063.93954711343 1.3250905720322748 0.0142968094167573 -6 0.11050595802953467 317286.5955327687 1.6072608837363065 0.01506223059979918 -7 0.12388379205367528 279269.18939804967 1.914233908753049 0.017049914971091817 -8 0.1517257920349948 242124.53191405302 2.224755569744632 0.019446954734954922 -9 0.1650700000463985 201894.0257051666 2.556456888134443 0.02203359775976551 -10 0.19281658306135796 163942.3752227623 2.8795684688784617 0.023989578836663288 -11 0.20614524904522114 127742.20625387695 3.2176211733055844 0.02708591339367071 -12 0.23387662405730225 91502.43791970803 3.553665003682871 0.030074133542525625 -13 0.24724179107579403 56354.8849380001 3.9019773004031695 0.03399392040162637 -14 0.27487062409636565 21248.419205015296 4.2548300487943695 0.03915337296332849 -15 0.2881972910836339 -7219.611398994216 4.587986562621861 0.042141392981590156 -16 0.3159439990995452 -38401.79927556016 4.949131087280736 0.048947542149246875 -17 0.3292747070954647 -55213.38184333343 5.231136526889273 0.05038330598697932 -18 0.35695699907955714 -100438.95308665212 5.692418276204908 0.06692343528380099 -19 0.37027920709806494 -131227.79190814542 6.080896277778325 0.0804075131390845 -20 0.39893791612121277 -161170.59403810115 6.475557791578454 0.09280129104631361 -30 0.6040193331136834 -372650.13518843596 10.609532014193086 0.352913551569155 -40 0.8087022501276806 -458983.1324620598 14.332089812966625 0.5222351263087373 -50 1.0149962501309346 -484620.39353825164 16.39038542367479 0.6179377566138823 -60 1.2202122911403421 -489200.5202289787 17.23208818813576 0.6838439277003698 -70 1.424957083130721 -489578.1842683783 17.64885334873272 0.7163507273114642 -80 1.6328692081442568 -489881.36962653586 17.970903491618195 0.7406627694211512 -90 1.8393914171610959 -490555.40733829315 18.18505650171861 0.7562601486998132 -100 2.045196584163932 -490524.6663967627 18.32708519531421 0.7665648351322507 -110 2.2356117091549095 -490547.57349436835 18.36309900932122 0.7740883080423613 -120 2.4399295011826325 -490824.3913407851 18.446665702548614 0.7788206766389061 -130 2.6462493341823574 -491086.68166787515 18.157367317594147 0.7739785527035199 -140 2.8529086261987686 -491439.11175711895 17.79409411401319 0.7582380759879339 -150 3.058318418188719 -491156.99900659896 18.431184847419186 0.7836760704385717 -160 3.264308168174466 -490694.9136760635 17.81382892993648 0.773314832659545 -170 3.473096876172349 -490823.27206841094 18.673881875316074 0.7906983124191865 -180 3.67809500117437 -490488.20658817183 18.437947111372143 0.7900325612374612 -190 3.882802376174368 -491329.46701270324 18.452913766840975 0.7907905210899102 -200 4.088983667170396 -490398.43811999145 18.206438214267607 0.7895953328635069 -300 6.131175667163916 -490896.103317261 18.719472407599508 0.7965131967630781 -400 8.170694417174673 -490730.94813328405 18.759450325517637 0.8002370446950118 -500 10.20958004219574 -490436.153876486 18.710186501363037 0.7999385130221401 -600 12.250295626174193 -491339.72675169207 18.882747844088946 0.8080169006418823 -700 14.288418501178967 -490869.8846487075 18.842993799552335 0.8055620640110166 -800 16.32588791818125 -490669.63903020305 18.793856700654402 0.8055532261596219 -900 18.42855779317324 -490957.1350861325 18.89231366142437 0.807988695496081 -1000 20.466757293150295 -491481.460504666 18.62867172902807 0.7995692060925812 -1100 22.50338083517272 -492006.20408949483 20.64185423622204 0.8640645741084386 -1200 24.537152626173338 -491827.6777718538 21.39473191862723 0.8873645072748877 -1300 26.5721562091785 -492167.39623993705 21.851441558018657 0.8998535124254352 -1400 28.604888834175654 -492096.2515157146 22.180056712945643 0.9073813829662591 -1500 30.63792450018809 -492067.1930941016 22.449884653146114 0.9136404117637773 -1600 32.69940720818704 -492128.6479191697 22.67723036781707 0.9187642516672894 -1700 34.73613154119812 -492032.6670055016 22.87795423961053 0.9224415698377675 -1800 36.77102791619836 -492217.8709656183 23.05630658924615 0.9254319575292029 -1900 38.80434733320726 -492188.9048339393 23.212852882434053 0.9265472883009038 -2000 40.83621741621755 -492231.9133457575 23.35749987697618 0.9295989149661676 -2100 42.87025204120437 -490859.87850711576 19.012302960324657 0.8128486020542927 -2200 44.90980587419472 -492077.19439481455 18.626510712129612 0.7851453531556963 -2300 46.94728241520352 -489829.17724607565 18.72345019574646 0.8001974813910904 -2400 48.98278141519404 -490708.90708603314 18.802911007442408 0.8047659078434879 -2500 51.01805429017986 -491542.57611233235 18.542951705767578 0.7978916875770177 -2600 53.05417295717052 -491141.33099088003 18.902898066533886 0.8083833186060516 -2700 55.097837832174264 -490847.9371648345 18.80593244904231 0.8038659904319616 -2800 57.14164249817259 -490960.2423830183 18.90742817358627 0.8073242367510847 -2900 59.180953123170184 -491412.4828935402 18.859196310469486 0.8082760026237319 -3000 61.225433582178084 -490905.15093284607 18.824353964551086 0.804341313721469 -3100 63.26211937417975 -492223.2770727419 18.278565229827414 0.7875388092204053 -3200 65.31157958318363 -489917.37944663106 17.181108640757422 0.7567486231980152 -3300 67.35005983317387 -491522.40431417606 18.30998366451445 0.7819290172576702 -3400 69.38578341616085 -490602.639706663 18.406356132900232 0.7805997630651305 -3500 71.42654587415745 -491514.91171889595 18.67196011852116 0.798783495011003 -3600 73.46202683317824 -491741.0363146299 20.622010858555278 0.8637935086823842 -3700 75.4945449581719 -492090.637036714 21.390454542027886 0.8858129104784846 -3800 77.52830683314824 -491897.82319731533 21.849579502915162 0.8989552844272638 -3900 79.5600049161585 -492087.86576057656 22.179807373675114 0.9066312114939095 -4000 81.59184179114527 -491862.34649857605 22.440062064409844 0.9138455799462626
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--- a/img/shepplogan256x256_pdps_known_primalonly_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.15, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_primalonly_15_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.08400397747755e-6 553620.2403760896 -0.14938477322295188 0.005295187802576954 -2 0.030198543012375012 469791.524672931 0.33115916461698314 0.007807962112452199 -3 0.04402333500911482 438525.9690544625 0.6989996626758826 0.009997886556850551 -4 0.07329429301898926 392850.71101904224 1.023447536833673 0.012178637856317995 -5 0.08765204300289042 356479.06915460085 1.325266021949745 0.014307158778875187 -6 0.11734925099881366 317680.8654981554 1.6076568324662446 0.01508650166737932 -7 0.1316556679958012 279605.22474440525 1.9147666482053616 0.017093956887344202 -8 0.16131187698920257 242412.21291436156 2.2252427119793285 0.019500675130989242 -9 0.17519287700997666 202149.23719445613 2.5569113847831346 0.022102617810345386 -10 0.20396487700054422 164186.5670805819 2.880157362380003 0.02409192275086555 -11 0.21776954401866533 127959.76520312918 3.218164710086992 0.027204016791562154 -12 0.24669862701557577 91707.5118582404 3.5542928780816037 0.030232722698272776 -13 0.26052091902238317 56542.340057626694 3.9026480501432177 0.03418529240641463 -14 0.2896200440300163 21429.97276351247 4.255577559642633 0.03940026598311938 -15 0.30342325201490894 -7044.473336804769 4.588669572901737 0.04240610062197513 -16 0.33262154401745647 -38232.59203521269 4.94978892199798 0.04925175283748498 -17 0.34645433601690456 -55036.92733789879 5.2317288483464015 0.050644321142877397 -18 0.37513058600598015 -100278.84704204497 5.69308970009959 0.06721409983855638 -19 0.38929208600893617 -131067.15930706025 6.081634318359807 0.08075626407239436 -20 0.4181199610175099 -161009.4658753423 6.476429742399597 0.0931781152137098 -30 0.6320738770009484 -372534.9384572417 10.61101692338469 0.3543011332896566 -40 0.8446014609944541 -458892.9631241955 14.334921945820625 0.5242700378629306 -50 1.0583125019911677 -484558.9415346343 16.392881719844464 0.6207592747814757 -60 1.2741044180002064 -489149.9910194225 17.231862321636356 0.6860536522145495 -70 1.4865431259968318 -489530.7056826222 17.64682503741 0.7178534646957802 -80 1.697457417001715 -489835.18126808933 17.966601054331644 0.7417835825084346 -90 1.9086130000068806 -490510.18003364094 18.17906945814154 0.7573290295018194 -100 2.113555666990578 -490480.2098662522 18.32005014787275 0.7673195910128219 -110 2.305440041993279 -490504.452031416 18.35504766946224 0.774553937590393 -120 2.515523457987001 -490781.17401940655 18.43807668560251 0.7790060419362614 -130 2.7317313750099856 -491045.230331263 18.150255957238272 0.7740165281354412 -140 2.945898042002227 -491399.6894541521 17.790075341659133 0.7582300592392448 -150 3.1608263759990223 -491115.4694041457 18.420696350583036 0.7833243033136368 -160 3.373031250986969 -490655.15874269727 17.806825491830118 0.772907092010429 -170 3.585880542988889 -490780.80105771683 18.659423534395703 0.7900490325355398 -180 3.8026652929838747 -490444.37793877115 18.42226389426186 0.7892235316453161 -190 4.015194333973341 -491286.7670405817 18.4400404007526 0.790003992186092 -200 4.227954249974573 -490356.4359076833 18.194642789112322 0.78871568075979 -300 6.339345874992432 -490854.35873022414 18.703915657435793 0.7954016903654432 -400 8.395198624988552 -490686.84646227595 18.74132391234859 0.7991024540266095 -500 10.49823920900235 -490393.5383611863 18.693920299816906 0.798985133947306 -600 12.598640416981652 -491295.6673968662 18.865941532731334 0.8069116234465675 -700 14.698248374974355 -490825.8655131835 18.82798180204645 0.8045901437583702 -800 16.82021979195997 -490626.5845333696 18.779486000697776 0.804650244648955 -900 18.88748624996515 -490913.41768064705 18.876518224197866 0.8069007093399779 -1000 21.004502999945544 -491439.80117941106 18.6164320257533 0.7986116861127657 -1100 23.121455166954547 -491944.00364696496 20.64710209816832 0.8642770914710836 -1200 25.193116957962047 -491765.4361664861 21.438956668023557 0.8879442865545102 -1300 27.308637832960812 -492105.64387858997 21.9228696817525 0.900504305067156 -1400 29.38307479195646 -492035.21659124177 22.27020275654573 0.9080157983719754 -1500 31.491083249944495 -492006.7168636336 22.551550858676034 0.9141886740026464 -1600 33.6162726249313 -492068.7442196842 22.78204178730256 0.9192157065996178 -1700 35.658880582952406 -491972.90436211094 22.98217025106847 0.9227428101245816 -1800 37.76084037494729 -492157.62979879574 23.157106799363977 0.9256482870752368 -1900 39.857911082945066 -492128.4180377395 23.305142159095094 0.9265963121977283 -2000 41.93289870794979 -492172.26572306885 23.440774379189172 0.929531709977988 -2100 44.05567241695826 -490819.2328525151 19.00103989246761 0.8116787848213052 -2200 46.114616375940386 -492035.58783819975 18.610566824763804 0.7840942844564827 -2300 48.20839654293377 -489786.76594222494 18.707216401214502 0.7991407557184312 -2400 50.31643654292566 -490665.2606229207 18.78753513338253 0.8036353863851154 -2500 52.382834542921046 -491498.59299819754 18.529286797251153 0.796826485772735 -2600 54.50676625192864 -491096.66700877005 18.885582100500923 0.8072323379047979 -2700 56.567623376933625 -490804.1604889488 18.78991603743805 0.8028795427124655 -2800 58.623581418942194 -490916.21927612944 18.890958533186094 0.806172328811817 -2900 60.74182687693974 -491368.4693366219 18.84322170076716 0.8071619241036874 -3000 62.78344479293446 -490860.6724635978 18.807858350713527 0.8032638193907273 -3100 64.8773775009322 -492181.4478870791 18.26457877258973 0.7866330819575733 -3200 66.96016337594483 -489878.0653876359 17.176725750149625 0.7559966218540449 -3300 69.01264912594343 -491480.8939840038 18.295140927861056 0.7809686573080977 -3400 71.1355865849473 -490561.78955647955 18.390097040373355 0.7798004123332913 -3500 73.19834620994516 -491471.1919548786 18.65540946639308 0.7976254201741978 -3600 75.31760125193978 -491678.0111916641 20.618138041449118 0.8638799166690195 -3700 77.41080354392761 -492026.8065518939 21.420928164380175 0.8863786470604776 -3800 79.4469147939235 -491835.6526123185 21.907606258705613 0.8997675982839353 -3900 81.50735625289963 -492025.4869937444 22.25739774790242 0.9072707070806193 -4000 83.59558983589523 -491800.8150405883 22.525211009913647 0.9144701402547869
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--- a/img/shepplogan256x256_pdps_known_primalonly_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.2, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_primalonly_20_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 9.334005881100893e-6 555362.1431745938 -0.14938477322295188 0.005295187802576954 -2 0.027949084003921598 470822.54608726007 0.3311425526467643 0.007807922722635488 -3 0.04129783401731402 439226.6802458512 0.6991084636808566 0.01000043709664557 -4 0.06915466801729053 393377.2243042666 1.0236568109274928 0.012184568310488425 -5 0.08348429301986471 356892.3069785564 1.325451157883163 0.014318387818293397 -6 0.11118441802682355 318072.22291920567 1.6080495501316898 0.015110995222238733 -7 0.12452379302703775 279938.26869309344 1.9152959782612577 0.017138253956872865 -8 0.15219512602197938 242696.69849698813 2.225725750016207 0.01955473307638769 -9 0.16547721001552418 202399.6105040603 2.557362997513408 0.02217224222031916 -10 0.19397741800639778 164425.90609809593 2.8807267394442775 0.02419218007745146 -11 0.20776329300133511 128174.2427419628 3.2186910033567524 0.027320310021545655 -12 0.23721558501711115 91909.06693553764 3.55488611667984 0.030384505460912745 -13 0.2511460430105217 56725.86973396953 3.9032787118948438 0.034367704347772074 -14 0.27987916802521795 21607.397831657057 4.256285728672456 0.03963715401465792 -15 0.29380404303083196 -6872.716544772819 4.589309378281405 0.042658279948939726 -16 0.3227583340194542 -38067.559560321075 4.950399892691849 0.04953783105674152 -17 0.33650412602582946 -54863.27971675172 5.232266851522146 0.05088684519651053 -18 0.36468045905348845 -100122.04863838415 5.69371479496251 0.06747091132356611 -19 0.37796895907376893 -130910.13368128875 6.082318991367708 0.08107436748439215 -20 0.4056386260781437 -160851.76551829616 6.477234448448794 0.09351949648006307 -30 0.611627335078083 -372420.5031788461 10.612367116888155 0.35560314965081796 -40 0.8177464600885287 -458804.2842296949 14.33762558628847 0.5262057878343988 -50 1.0234258770942688 -484499.5169939825 16.39521189235011 0.6233962870261542 -60 1.228139669081429 -489100.7231633477 17.23151383146775 0.6879536329486675 -70 1.4355044610856567 -489484.00941770436 17.64486787222584 0.7190673947945967 -80 1.639168378082104 -489789.64116097376 17.962449063315166 0.7426218600392063 -90 1.8450407110794913 -490465.53474539565 18.17305293553896 0.7580484248919539 -100 2.0539504610933363 -490436.4023791129 18.31313333787168 0.7677864459760726 -110 2.246770794095937 -490462.16525351605 18.347366752351682 0.7748202884068818 -120 2.454252794093918 -490738.6917375455 18.429859666508865 0.779034578011955 -130 2.6633981270715594 -491004.32198562915 18.143062333553527 0.7738986971660871 -140 2.8756777110684197 -491360.3984466687 17.78625034346968 0.7580993768105919 -150 3.086930045072222 -491074.52724719315 18.410414569452712 0.782854202816918 -160 3.2942917530890554 -490615.70345992787 17.79943976629093 0.7723420853908984 -170 3.5052961280744057 -490739.18747615156 18.645591840082147 0.7892728313651248 -180 3.7177261690958403 -490401.31831482216 18.407114112865177 0.7882746832672638 -190 3.9299418351147324 -491244.7055403938 18.427580407739413 0.7890625485712941 -200 4.137181043101009 -490315.0227582555 18.18320811232453 0.7876710851492492 -300 6.173200751101831 -490813.30744839844 18.688830070048514 0.7940419295593069 -400 8.202327459090156 -490643.6890666307 18.724188829169456 0.7977531087127305 -500 10.246482876100345 -490351.7867270222 18.678323857162248 0.7977626102173645 -600 12.291350876097567 -491252.40314650274 18.85005232918163 0.8056512823375896 -700 14.341126085113501 -490782.4015505751 18.81326772046154 0.8033944821147522 -800 16.378533376118867 -490584.4280460934 18.76585413565414 0.8035628084651427 -900 18.42014075111365 -490870.5384251582 18.861367184500214 0.8056679467912968 -1000 20.46267891812022 -491398.8378321896 18.604673565938615 0.7974212224970395 -1100 22.50625387611217 -491884.05873772374 20.64072113036054 0.863251799244733 -1200 24.574662001105025 -491705.12373667717 21.452037268938327 0.8869400725403966 -1300 26.60774225112982 -492045.7381766521 21.947768202338708 0.8992589034463171 -1400 28.684678543155314 -491975.91974232375 22.29823509293261 0.90660349761567 -1500 30.725126335164532 -491947.74098119506 22.578216787672506 0.9125849128066084 -1600 32.790062626154395 -492010.296086242 22.800257340695648 0.9175031090647521 -1700 34.86764037614921 -491914.4099848023 22.990394318875985 0.9207948222952915 -1800 36.944878043141216 -492098.5737923336 23.152180659822687 0.9235911888933617 -1900 39.04164833415416 -492068.9927507642 23.28359908782719 0.9243923823389105 -2000 41.133501667150995 -492113.5761186756 23.404025279498534 0.9271059108234494 -2100 43.23320570914075 -490777.9944088525 18.985542483765435 0.8101547426227124 -2200 45.330027334130136 -491994.2751001154 18.59442713120481 0.7827697684083257 -2300 47.377984793129144 -489745.3339190581 18.692069682898772 0.7980186599307854 -2400 49.47304416811676 -490622.2992052519 18.772641206105007 0.8024366586796221 -2500 51.54866466813837 -491455.243478196 18.516236846737804 0.7955922735333203 -2600 53.65320779313333 -491052.7116594692 18.868772336727485 0.8058688016721596 -2700 55.75567558413604 -490761.1522090126 18.77442196223254 0.8016600841018618 -2800 57.8607778341393 -490872.8289178343 18.874971845267215 0.80481889185606 -2900 59.96520862512989 -491325.17889899027 18.827770430321934 0.8057854124226639 -3000 62.068368292122614 -490817.0752277789 18.79222694940265 0.8020033188887986 -3100 64.16906479213503 -492139.9242164342 18.25030893550185 0.7854858922923942 -3200 66.23784983414225 -489838.9605628369 17.1721054345464 0.7550166676882091 -3300 68.31467575015267 -491440.11497014546 18.280947023662037 0.779898444903566 -3400 70.40065862514894 -490521.96356969984 18.37530134004908 0.7788616758217204 -3500 72.45235166614293 -491428.1816343038 18.64004936228599 0.7962664997108906 -3600 74.50637179115438 -491617.18824773276 20.603533777283708 0.8626879625083197 -3700 76.53719241614453 -491965.12946627045 21.42581021736538 0.8854765380093541 -3800 78.56398099914077 -491775.23348589585 21.924656129465866 0.8987948626542412 -3900 80.59150033214246 -491964.8480111074 22.27704252030092 0.9059394423400874 -4000 82.61725558212493 -491741.0008803096 22.539525184673785 0.9129718226830899
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--- a/img/shepplogan256x256_pdps_known_primalonly_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1780, 1210, 3674, 1648, 1801, 1964, 3782, 3814, 1392, 3804, 1809, 3944, 3581, 3749, 3776, 3598, 3671, 3935, 1826, 3755, 3989, 1955, 1410, 3939, 3853, 1439, 1628, 1288, 3974, 3738, 1149, 3645, 1200, 1181, 3523, 3511, 3718, 1778, 1295, 3606, 3578, 1174, 1789, 3946, 3687, 1601, 1430, 1718, 1902, 3919, 1487, 1261, 3500, 1888, 3816, 1399, 3706, 3548, 3676, 1533, 1869, 3900, 1368, 3643, 1032, 1318, 1579, 3592, 1226, 3805, 3502, 1143, 3960, 3857, 1065, 1451, 1774, 1375, 1549, 1561, 3698, 1480, 1687, 3515, 3966, 3734, 1608, 1217, 3683, 3555, 3591, 3847, 1711, 3514, 1827, 1402, 1115]), noise_level = 0.5, shake_noise_level = 0.1, shake = 1.0, rotation_factor = 0.075, rotation_noise_level = 0.0075, α = 0.25, ρ̃₀ = 1.0, σ̃₀ = 1.0, δ = 0.9, σ₀ = 1.0, τ₀ = 0.9, λ = 1, radondims = [128, 64], sz = (256, 256), scale = 1, c = 1.0, sino_sparsity = 0.5, L = 300.0, L_experiment = false, save_prefix = "img/shepplogan256x256_pdps_known_primalonly_25_10000_9000", dynrange = 1.0, Λ = 1.0) -iter time function_value psnr ssim -1 8.792005246505141e-6 557104.045973098 -0.14938477322295188 0.005295187802576954 -2 0.028360958996927366 471853.93559151085 0.33112506203654163 0.0078078695308902496 -3 0.04218345897970721 439925.25406574167 0.6992232141655665 0.010003234006785036 -4 0.07087195897474885 393901.86822696246 1.0238782292818474 0.012191119455067125 -5 0.08468812599312514 357303.71841496835 1.3256441971756694 0.01433035147711193 -6 0.11343691698857583 318460.93410334556 1.6084351913551567 0.015135548037583064 -7 0.12727337598334998 280268.389502587 1.915817954132062 0.017182549818985097 -8 0.1558824589883443 242978.41580034245 2.2262023171006096 0.019608957071869066 -9 0.16963512497022748 202645.39853214932 2.5578069007352395 0.022242105629768402 -10 0.198255415976746 164660.44938801863 2.8812733653778806 0.02429046896715728 -11 0.2120373319776263 128385.8554237775 3.2191967083626194 0.02743479187796289 -12 0.2406462489743717 92107.17236379527 3.555444349638334 0.03052995558764826 -13 0.25447208297555335 56905.836189745474 3.9038690133091487 0.03454169416689018 -14 0.28309704197454266 21781.099603232207 4.256950222725103 0.03986513241039377 -15 0.2968551669619046 -6703.926374476317 4.58990314464076 0.042894893351381636 -16 0.3255412499711383 -37906.26254456675 4.950960750152086 0.049802597336105744 -17 0.3392996249604039 -54692.742856881676 5.232745184171284 0.05110924778659534 -18 0.3680154159665108 -99969.47111357405 5.6942874924683995 0.06769419717694203 -19 0.38179058296373114 -130757.0403982894 6.082941740860664 0.08136106164116151 -20 0.41068124896264635 -160697.71173479996 6.477964929323407 0.0938314760241099 -30 0.624225248961011 -372307.38037200295 10.613583553978614 0.35680881178439483 -40 0.8378884569683578 -458717.30770744325 14.340176615590387 0.5280232891161021 -50 1.0499889149796218 -484441.68339625257 16.39738094244318 0.6258366047959615 -60 1.2626709979667794 -489052.4760902972 17.231064305612854 0.6895678669534858 -70 1.4754007479641587 -489437.89362982806 17.64297258301404 0.7200336932855178 -80 1.6879954149771947 -489744.6756512168 17.9585087343446 0.7432622371377692 -90 1.9001487899804488 -490421.33037261176 18.167039432596365 0.7585122513450147 -100 2.1106614569725934 -490393.09980078565 18.30630109304778 0.7680447382904805 -110 2.3075953319785185 -490420.4930003935 18.339935410189273 0.7749264933022874 -120 2.520891956955893 -490696.8375536376 18.422024957707766 0.7789419499950845 -130 2.7324517899542116 -490963.7958246783 18.13571917008945 0.7736725659343029 -140 2.9443174569460098 -491321.1832768696 17.78249750357591 0.7578775750649116 -150 3.157431456958875 -491034.04751668015 18.400265841964615 0.7823277239688644 -160 3.3671328319469467 -490576.5359557031 17.791772541426802 0.7716997348351323 -170 3.577638706949074 -490698.2480443234 18.632243552932295 0.7884347376604114 -180 3.7901842069404665 -490358.9655725678 18.392523600788557 0.7872634253227591 -190 4.001531831949251 -491203.16092217783 18.41545305352423 0.7880394714341995 -200 4.210245414957171 -490274.0966596256 18.17210676050621 0.7865368576088345 -300 6.302878456946928 -490772.8564180681 18.674334981155095 0.7925832335557147 -400 8.37593024893431 -490601.3442725111 18.707877182043898 0.7963130982236869 -500 10.434465164929861 -490310.7253094062 18.663284804501185 0.7962790207992566 -600 12.50644920594641 -491209.84164188016 18.834963976494333 0.8043611046401242 -700 14.556124747934518 -490739.5310226356 18.798994055271358 0.8020680863606517 -800 16.59800508094486 -490543.0030269137 18.752923292092383 0.80232606452806 -900 18.64130678892252 -490828.3551227528 18.84673297222966 0.8042931007770202 -1000 20.68427387191332 -491358.4566257617 18.593290317884584 0.7960479672969674 -1100 22.747790955909295 -491825.70618379355 20.626099082335067 0.8614879299690685 -1200 24.805712122906698 -491646.3048809784 21.444724089747638 0.8849681835783922 -1300 26.87451033090474 -491987.2811496917 21.942159606158715 0.8969812373866113 -1400 28.92144428991014 -491917.74661629816 22.286455581956403 0.9040633026601935 -1500 30.964145998907043 -491889.88451922283 22.557822554731572 0.9098677716765771 -1600 32.996160998911364 -491952.7521773939 22.765214367848657 0.9146608376283762 -1700 35.03178070791182 -491856.7904546103 22.941680188577305 0.9176672899912801 -1800 37.15868670793134 -492040.4753416359 23.087141437358717 0.920401412656798 -1900 39.22365116592846 -492010.35242120706 23.201198269967254 0.9208890314264493 -2000 41.2715279989352 -492055.67806329683 23.30626804721699 0.9231591315226672 -2100 43.342764457920566 -490736.7577631937 18.96791231718858 0.808427872064936 -2200 45.39559566692333 -491953.2788969669 18.578294017982415 0.7812241557590777 -2300 47.47693220793735 -489704.74478280405 18.67790319223359 0.7968455732519291 -2400 49.544282332935836 -490579.94260865846 18.75828459566291 0.8012271323570958 -2500 51.63190741595463 -491412.537918862 18.503859736773695 0.7942576147479166 -2600 53.71125054094591 -491009.35116158973 18.852344058495007 0.8044036840704789 -2700 55.775018332962645 -490718.8516570909 18.759568117720566 0.8002767199534029 -2800 57.853725832974305 -490830.0199041582 18.859507599980113 0.8033936011748668 -2900 59.9533647079661 -491282.5037087308 18.812750082835546 0.8042139863447986 -3000 62.051931041962234 -490774.27457125176 18.777366550493422 0.8005973520808538 -3100 64.16186979194754 -492098.7158497371 18.2359490617391 0.7841506408829281 -3200 66.26004774996545 -489800.16401701537 17.167221833152933 0.7538719699843544 -3300 68.35183720797068 -491400.0511094758 18.267407103337597 0.7787783951408676 -3400 70.4441442489915 -490483.21738095424 18.361745364730318 0.7778074000942462 -3500 72.51761291499133 -491385.85127936176 18.625637533820154 0.794787336608979 -3600 74.60949658197933 -491558.0192855787 20.581776850400708 0.8607406114053827 -3700 76.70333970698994 -491904.99230026756 21.411945151137157 0.8835279310585608 -3800 78.72929995699087 -491716.13665347267 21.911502238658194 0.896626190173474 -3900 80.77318524898146 -491905.4653208522 22.257221023264556 0.9034182036692542 -4000 82.79570929100737 -491682.34662698465 22.507085449356104 0.9103111065723534
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--- a/img/shepplogan256x256_pdps_known_proximal_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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-13 0.26735191702027805 56331.59634862385 3.901686791361458 0.03391722695286212 -14 0.2961455420299899 21220.36336399638 4.254438477468998 0.03902863037357641 -15 0.3105012920277659 -7252.0347041499535 4.587617890005728 0.04197455305944417 -16 0.3391570420062635 -38437.242345877996 4.948738032133525 0.048715745149986237 -17 0.35354120799456723 -55259.02694222223 5.230711313940672 0.05019519285632999 -18 0.38319912398583256 -100477.49407457667 5.691989363668013 0.06664646918315277 -19 0.39748404099373147 -131268.4125987238 6.08035766157 0.08006153371386077 -20 0.42631333298049867 -161209.33496592884 6.4749580083750065 0.09243511332565996 -30 0.6421985829947516 -372664.1043041938 10.608633990243408 0.3521108265255991 -40 0.8581893329683226 -458995.1889687664 14.33140074533598 0.5215086762500004 -50 1.0744556669669691 -484626.7142835667 16.390698420007382 0.6170091216333202 -60 1.2901748759613838 -489205.59172764444 17.233049736324425 0.6827878415795166 -70 1.5057197919522878 -489582.7682242297 17.650322316640775 0.7151271069379221 -80 1.7213144589331932 -489885.3369385943 17.972648555552038 0.7391806831806891 -90 1.937450500932755 -490558.85601861804 18.18704138272509 0.7544767272749073 -100 2.1528162509493995 -490529.5211553777 18.330860589771525 0.7649029151555642 -110 2.3550507509498857 -490553.12005709996 18.368065275173635 0.7728667980033639 -120 2.571180417930009 -490830.30028752255 18.452954935858482 0.7777818864749982 -130 2.7876061269198544 -491092.18181957334 18.16136687893619 0.7729597396152745 -140 3.0027317929198034 -491439.0683137965 17.795602471888404 0.7572474431083356 -150 3.2181554589187726 -491161.963133036 18.437164428733798 0.7829767882108849 -160 3.4340922089177184 -490697.4420834352 17.815568192164722 0.7724699371829405 -170 3.6498471249069553 -490829.4278884347 18.683207151830217 0.7902169765853744 -180 3.8655483749171253 -490494.8856673869 18.448017033397843 0.7896880229020619 -190 4.081199083913816 -491334.98089108366 18.4609094234343 0.7904964110040736 -200 4.296825041907141 -490404.3155463414 18.214364475915247 0.7894197821890898 -300 6.433399916917551 -490903.7884790331 18.730011949140884 0.796669077197943 -400 8.570191832899582 -490737.57899419236 18.77023997701513 0.8003358794496241 -500 10.71075366588775 -490443.3517936548 18.72061691203835 0.8000881846030108 -600 12.845407040906139 -491347.05547729036 18.894625919648433 0.8081830723651594 -700 14.980957582913106 -490877.9979472002 18.85373992442738 0.8057019845333101 -800 17.120370457909303 -490676.2425924148 18.803148891659948 0.8056888824111813 -900 19.25474095789832 -490965.01870044705 18.90508646041882 0.8081401817439693 -1000 21.389648123877123 -491488.5324041125 18.639175753855707 0.7996589281649833 -1100 23.522739373904187 -492007.22270475986 20.647762529537683 0.8641193392355625 -1200 25.6588182898995 -491827.9741359894 21.398779283364135 0.8874429704097064 -1300 27.796095873898594 -492167.52873661416 21.854663399263828 0.89991099481097 -1400 29.92713937390363 -492096.32884890586 22.182810274578003 0.9074201476329794 -1500 32.06300712391385 -492067.25641136046 22.452286908353976 0.9136700367925961 -1600 34.19777570691076 -492128.68800074817 22.679338246241016 0.9187860539014108 -1700 36.33298728993395 -492032.70232464466 22.879784860893793 0.922458796182831 -1800 38.46626045694575 -492217.89656150265 23.05785956893736 0.9254432779504779 -1900 40.61229791594087 -492188.9292649375 23.2141601250334 0.926555196049374 -2000 42.74862899992149 -492231.9365585346 23.35858323136438 0.9296038459442005 -2100 44.88642145789345 -490865.0782353915 19.02187376261425 0.8129182992091704 -2200 47.03054049887578 -492082.9665884285 18.639243900984958 0.7852900830524339 -2300 49.16537699889159 -489835.31292297906 18.73408085259123 0.8003427397526894 -2400 51.30427983289701 -490717.05974640284 18.814843119568717 0.8049914541281202 -2500 53.43999333289685 -491548.5495835661 18.552655678803593 0.7979885078095972 -2600 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--- a/img/shepplogan256x256_pdps_known_rotation_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/shepplogan256x256_pdps_known_rotation_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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0.2600235410500318 56681.16955108162 3.9027757056978 0.034236322892530785 -14 0.2888022070401348 21552.881138652316 4.255620029932976 0.03942275663241934 -15 0.3030879150319379 -6933.842547822498 4.58867260343696 0.04236172394214785 -16 0.3320818740176037 -38132.101143003 4.94972639684636 0.049097947019988195 -17 0.3463603740383405 -54950.97610416152 5.2315032090791656 0.05055641217965871 -18 0.37509304101695307 -100191.64330465607 5.692929102158221 0.0669595625808021 -19 0.38937816602992825 -130986.15671658724 6.081354183297224 0.0804122998964257 -20 0.41815712401876226 -160929.6735047109 6.476139558165176 0.09280670823502037 -30 0.6326543740287889 -372453.4770328692 10.610832643010042 0.3541549342305579 -40 0.8474082490429282 -458830.1150923402 14.33649197626317 0.5247926833124967 -50 1.0618021650589071 -484512.2216579852 16.395580273378712 0.62145547658029 -60 1.2760071230586618 -489110.8098082604 17.233446981962892 0.6860347846006175 -70 1.4902914150734432 -489493.5456482296 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30.56020525007625 -491975.9869600194 22.300140212272126 0.9066646474611746 -1500 32.7633470830624 -491947.8893534837 22.579178901155288 0.912625234738903 -1600 34.97749224904692 -492010.3194659754 22.800510793511574 0.917519336658416 -1700 37.17977579103899 -491914.4379371507 22.990062958829952 0.9208068443475634 -1800 39.384890083019855 -492098.5892206226 23.15146561439853 0.9235874718237778 -1900 41.5874458750186 -492069.016144178 23.282656876182482 0.9243799038243842 -2000 43.789207041001646 -492113.59831658355 23.40295639230332 0.9270847666335853 -2100 46.02147124899784 -490787.5160109572 19.002162087136607 0.8105708554674146 -2200 48.22677070699865 -492005.6208189675 18.618956551555733 0.7834133048603815 -2300 50.40908970698365 -489757.3591864787 18.712343842199218 0.7988575973764007 -2400 52.609418498992454 -490638.31456929236 18.795922590063544 0.8034116873510242 -2500 54.79632858198602 -491467.1563346714 18.53591716641413 0.7963006043835451 -2600 56.99749420696753 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--- a/img/shepplogan256x256_pdps_known_rotation_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/shepplogan256x256_pdps_known_zerodual_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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1.426127291022567 -489552.6904533368 17.652710205766486 0.7122212066038374 -80 1.6307185830373783 -489860.3033033049 17.978985519208425 0.7368479408505025 -90 1.8353290830273181 -490536.7676690472 18.196376929434763 0.7523853184192726 -100 2.039830375026213 -490507.6350876701 18.341301117570726 0.7634223270688452 -110 2.2313825840246864 -490531.8041237684 18.380104201218867 0.7717887512742079 -120 2.4358892510354053 -490808.97256387543 18.46444934711335 0.777179179175655 -130 2.6414862090314273 -491068.6066394439 18.17161127901947 0.7726550311686369 -140 2.846199667052133 -491413.10319973924 17.802171790321026 0.7571092365873925 -150 3.050683959037997 -491142.88125271857 18.45266198776274 0.7831681933544719 -160 3.2553627930465154 -490675.0499261058 17.825972345591165 0.7727788688400669 -170 3.4599318760447204 -490813.400978039 18.70512032410371 0.7907928108047726 -180 3.6648374590440653 -490479.63442853355 18.47116991989026 0.790458403939364 -190 3.869611334055662 -491317.9945099525 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--- a/img/shepplogan256x256_pdps_known_zerodual_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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--- a/img/shepplogan256x256_pdps_known_zerodual_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -# params = (ρ = 0, verbose_iter = 100, maxiter = 4000, save_results = true, save_images = true, save_images_iters = Set([500, 1800, 2300, 3000, 1300, 3800, 1000, 2800, 300, 4000, 3500, 2000, 2500, 3300, 800, 100, 1500]), pixelwise_displacement = false, dual_flow = true, prox_predict = true, handle_interrupt = true, init = :zero, plot_movement = false, stable_interval = Set([1144, 3634, 1175, 1953, 1546, 1703, 1956, 3601, 1028, 1299, 1438, 1074, 3672, 3705, 3631, 1812, 1199, 1090, 1437, 1662, 1370, 1991, 3930, 3608, 1704, 1663, 1957, 1266, 1646, 1823, 1015, 1373, 3981, 3719, 3646, 3982, 3655, 1168, 3855, 1039, 1085, 3914, 3794, 1050, 1276, 1285, 3540, 3524, 1356, 3762, 1466, 3711, 1036, 3549, 1171, 1739, 1625, 1669, 1058, 1814, 3963, 1102, 1388, 1905, 3765, 3943, 1570, 3651, 1745, 1574, 1864, 1117, 1859, 1338, 1636, 3915, 1861, 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0.02974436600379135 -13 0.24766154401004314 57009.968974685966 3.900527671336635 0.03359027302190973 -14 0.276375794026535 21857.100284763845 4.253260284438286 0.0386436848735255 -15 0.2897641690215096 -6660.330053249684 4.586538554501873 0.041598722801951996 -16 0.31765008601360023 -37881.97310471128 4.947726432137596 0.04832654693033259 -17 0.3310372950218152 -54738.058230931754 5.229844554323778 0.04982974414391782 -18 0.35865983602707274 -99993.47996343624 5.691026609144715 0.06630568930375105 -19 0.3719451690267306 -130807.81113600837 6.079345083729724 0.0797018113720652 -20 0.3997344610397704 -160766.92859874366 6.473688457809558 0.09200752652358714 -30 0.6035979200387374 -372386.22021442483 10.60626727872252 0.35010810373406537 -40 0.8067512120469473 -458793.27135393856 14.326132735901755 0.5181147271597553 -50 1.009617545059882 -484459.6946676675 16.384844996171214 0.6119366101123619 -60 1.21258758706972 -489074.94950663066 17.232033355312126 0.6784893935028062 -70 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