Mercurial > repos > PredictPDPS / changeset
changeset
added img folder
Wed, 24 Apr 2024 16:55:04 +0300
- author
- Neil Dizon <neil.dizon@helsinki.fi>
- date
- Wed, 24 Apr 2024 16:55:04 +0300
- changeset 30
- dec72b794b08
- parent 29
- 6a0ca7047f68
- child 31
- cbedcfcc0557
added img folder
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_dualscaling_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_dualscaling_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_dualscaling_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_dualscaling_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_greedy_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_greedy_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_greedy_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_greedy_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_noprediction_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_noprediction_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_noprediction_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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_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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_noprediction_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_primalonly_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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_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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_primalonly_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_primalonly_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_primalonly_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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1086, 1496, 1555, 1243, 3748, 3522, 1866, 3863, 3883, 3983, 1525, 1204, 1380, 1225, 1919, 1550, 1035, 1470, 1184, 1649, 1216, 3725, 1194, 1693, 3517, 3621, 1963, 1048, 1514, 1660, 1440, 1231, 1545, 1286, 3798, 1758, 1125, 1584, 1700, 1852, 1332, 3826, 1220, 1415, 1734, 1615, 3812, 1951, 3527, 3985, 1776, 1267, 1472, 1013, 3756, 1323, 3957, 1754, 3726, 1485, 1930, 1212, 1645, 1997, 1134, 1847, 1322, 3787, 1311, 1551, 1078, 1081, 1101, 1490, 1110, 1764, 3660, 1003, 1697, 1230, 3736, 1197, 1643, 1911, 1298, 1527, 3811, 1242, 1420, 3839, 1696, 1474, 3561, 1806, 3797, 1568, 1269, 1348, 3624, 3539, 1209, 1153, 3642, 3988, 3704, 1626, 3896, 1737, 1178, 1486, 3712, 1423, 1353, 1890, 3518, 3885, 3996, 3721, 1014, 1694, 1860, 3818, 1952, 1387, 1879, 1124, 3829, 3664, 3595, 3610, 1695, 3667, 1461, 1804, 1567, 3827, 1389, 1587, 3881, 1328, 1182, 1349, 1386, 1426, 1445, 3654, 1306, 1112, 1782, 1084, 1513, 1467, 1736, 1133, 1262, 1931, 1340, 3942, 1794, 1060, 3558, 1264, 1271, 1596, 3783, 1962, 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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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_proximal_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 -460421.6844373105 20.45285834142375 0.620967116884689 +200 4.399071540974546 -460366.3009629885 20.354009723480267 0.6141567349698136 +300 6.580437123979209 -461510.6340248639 20.670162065272955 0.6311798885101705 +400 8.775280373956775 -461109.31488016684 20.719260579863196 0.6320365045963248 +500 10.952228248934262 -460929.44942193036 20.69657023395072 0.6330079251828638 +600 13.169707081950037 -461746.79410263704 20.796054883620165 0.641493099766703 +700 15.361864498932846 -461206.74202251434 20.796769048212926 0.6397848748850262 +800 17.56121866594185 -461286.10636824416 20.757068661184558 0.639635109316252 +900 19.772845624916954 -461390.8764714184 20.83882793997118 0.6422888450320935 +1000 21.9738249159127 -461407.52806499985 20.643298173687565 0.6302184334096915 +1100 24.19308987489785 -461586.3464608615 21.714727552295344 0.6847989458556734 +1200 26.371729499893263 -461309.2493362168 22.128736288275782 0.7040388033245408 +1300 28.56248712487286 -461697.02369169856 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_proximal_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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, phantom_ρ = 100, save_prefix = "img/brainphantom256x256_pdps_known_proximal_15_10000_9000", dynrange = 1.0, Λ = 1.0) 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_proximal_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_proximal_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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0.02657024794773831 +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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_rotation_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_rotation_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_rotation_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_rotation_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_zerodual_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 0.24785520698060282 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_zerodual_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/brainphantom256x256_pdps_known_zerodual_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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0.026093821873056477 +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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_dualscaling_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_dualscaling_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_dualscaling_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_dualscaling_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_greedy_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_greedy_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_greedy_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_greedy_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_noprediction_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_noprediction_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_noprediction_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_noprediction_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_primalonly_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_primalonly_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_primalonly_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_primalonly_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_proximal_10_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_proximal_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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_15_10000_100_reco_frame10000 2.png has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_proximal_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_proximal_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_rotation_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_rotation_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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_20_10000_100_reco_frame10000 2.png has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_rotation_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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_10_10000_100_reco_frame10000 2.png has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_zerodual_15_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_zerodual_20_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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_20_10000_100_reco_frame10000 2.png has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/lighthouse200x300_pdps_known_zerodual_25_10000_100.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,138 @@ +# 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
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_dualscaling_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_dualscaling_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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1086, 1496, 1555, 1243, 3748, 3522, 1866, 3863, 3883, 3983, 1525, 1204, 1380, 1225, 1919, 1550, 1035, 1470, 1184, 1649, 1216, 3725, 1194, 1693, 3517, 3621, 1963, 1048, 1514, 1660, 1440, 1231, 1545, 1286, 3798, 1758, 1125, 1584, 1700, 1852, 1332, 3826, 1220, 1415, 1734, 1615, 3812, 1951, 3527, 3985, 1776, 1267, 1472, 1013, 3756, 1323, 3957, 1754, 3726, 1485, 1930, 1212, 1645, 1997, 1134, 1847, 1322, 3787, 1311, 1551, 1078, 1081, 1101, 1490, 1110, 1764, 3660, 1003, 1697, 1230, 3736, 1197, 1643, 1911, 1298, 1527, 3811, 1242, 1420, 3839, 1696, 1474, 3561, 1806, 3797, 1568, 1269, 1348, 3624, 3539, 1209, 1153, 3642, 3988, 3704, 1626, 3896, 1737, 1178, 1486, 3712, 1423, 1353, 1890, 3518, 3885, 3996, 3721, 1014, 1694, 1860, 3818, 1952, 1387, 1879, 1124, 3829, 3664, 3595, 3610, 1695, 3667, 1461, 1804, 1567, 3827, 1389, 1587, 3881, 1328, 1182, 1349, 1386, 1426, 1445, 3654, 1306, 1112, 1782, 1084, 1513, 1467, 1736, 1133, 1262, 1931, 1340, 3942, 1794, 1060, 3558, 1264, 1271, 1596, 3783, 1962, 1162, 3560, 3929, 1833, 1508, 3647, 1316, 3813, 1291, 1206, 1613, 3531, 1837, 1281, 1740, 3840, 1799, 3932, 1417, 1428, 1258, 1254, 1358, 1707, 1577, 3750, 3968, 1072, 1686, 3678, 3573, 1108, 3589, 1644, 1750, 1838, 3565, 3854, 1973, 1853, 3715, 3594, 3842, 1751, 1950, 3669, 1011, 3998, 1008, 1396, 1093, 1983, 1148, 1450, 1314, 1176, 1583, 3867, 1757, 3846, 3626, 1843, 1010, 1422, 3830, 3710, 1503, 3778, 1457, 1722, 3910, 1965, 3911, 1468, 1616, 1191, 1293, 1351, 1094, 3913, 1515, 3665, 1844, 1401, 1193, 1037, 1092, 1932, 1877, 3761, 3875, 1477, 3884, 1366, 1335, 1297, 3777, 3969, 1702, 1361, 1088, 1473, 1594, 3895, 3572, 3802, 1510, 1163, 1301, 1142, 1265, 1684, 1975, 1022, 1224, 1139, 1436, 3772, 1752, 3833, 3675, 1233, 1214, 1237, 1465, 1652, 1367, 3987, 1690, 1893, 3597, 1431, 1130, 1055, 1870, 3745, 1000, 1305, 1970, 3831, 1257, 1629, 1460, 1196, 1363, 1876, 1327, 3536, 1190, 1885, 1762, 3716, 1924, 1029, 1627, 1891, 3662, 1076, 1034, 1061, 1462, 1599, 3637, 1682, 1119, 1765, 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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 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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 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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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_dualscaling_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_dualscaling_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_greedy_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_noprediction_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_noprediction_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_noprediction_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_noprediction_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_primalonly_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_primalonly_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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 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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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_primalonly_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_primalonly_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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 8.792005246505141e-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 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_proximal_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_rotation_10_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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, 3754, 3570, 1896, 3510, 1075, 1342, 3557, 1725, 1873, 1526, 1769, 1185, 1928, 3937, 1922, 1939, 1504, 1052, 1374, 1807, 1724, 3587, 1245, 3791, 3652, 3628, 1138, 1095, 1604, 1848, 1155, 1111, 1916, 1906, 1251, 3938, 1341, 1753, 1278, 1221, 1621, 3731, 1497, 1819, 1845, 3728, 3809, 3677, 3617, 1521, 3713, 1539, 1670, 3803, 1672, 1808, 1661, 3729, 1056, 1610, 1236, 3504, 3571, 3743, 3722, 3507, 1070, 1994, 1548, 1357, 1903, 1580, 1678, 1004, 1091, 1147, 1045, 1255, 1635, 3526, 1001, 3786, 1972, 1274, 1336, 3940, 3792, 1157, 1836, 1073, 1612, 1282, 3835, 1448, 3856, 3757, 3740, 3648, 3815, 1578, 3691, 1304, 2000, 1372, 1849, 3877, 3979, 1475, 1585, 1783, 3859, 1378, 3602, 1719, 3614, 1259, 1528, 3956, 1325, 1287, 1935, 3574, 1019, 1913, 3770, 1354, 1238, 1559, 1249, 1818, 1021, 1519, 3844, 1201, 1313, 3851, 1362, 1326, 3696, 1449, 1054, 3825, 1120, 1908, 3657, 1923, 1302, 1637, 3690, 1232, 1395, 1344, 3965, 1698, 3530, 1208, 1811, 1333, 1941, 3817, 1458, 1865, 3886, 1116, 3931, 3926, 1268, 1732, 3568, 3828, 1714, 1494, 1846, 3702, 3923, 1642, 1398, 3616, 1883, 1079, 1506, 1186, 1582, 3773, 3806, 1043, 1535, 3858, 1872, 1103, 1319, 3972, 1246, 1152, 1409, 1560, 1996, 3903, 1145, 1767, 1680, 1792, 1141, 1009, 1566, 1137, 1360, 1565, 1854, 1588, 1538, 3519, 1315, 1681, 1723, 3681, 3917, 1283, 3509, 1825, 3868, 3870, 3819, 1770, 3593, 1063, 1235, 1614, 1166, 1064, 3641, 1355, 1151, 1169, 3700, 3973, 3986, 4000, 3784, 1452, 1479, 3962, 3508, 1576, 1830, 3644, 1183, 3599, 1842, 1377, 3566, 1046, 1564, 1493, 1180, 3550, 1007, 3837, 1256, 1993, 3850, 1759, 1998, 3922, 3697, 1909, 3609, 1040, 1937, 1728, 3525, 3990, 3759, 1384, 1562, 3658, 3925, 3971, 3649, 1675, 3928, 1600, 3693, 1543, 1172, 1135, 1607, 3737, 3977, 3852, 1966, 1471, 1618, 3680, 1927, 1309, 1529, 1797, 3764, 3909, 1664, 1999, 3801, 1476, 1403, 1041, 1839, 1813, 1595, 1900, 3620, 1442, 1296, 3751, 3505, 1123, 3832, 1743, 1942, 1228, 1381, 3501, 1899, 1901, 3703, 1727, 1177, 1850, 3613, 1393, 1886, 1434, 1469, 3880, 1591, 1673, 1027, 1581, 1002, 1113, 3882, 3686, 1391, 1260, 1109, 1383, 3622, 3576, 1429, 1435, 3556, 1634, 3861, 1676, 1012, 1987, 1730, 1425, 1347, 1620, 1831, 3821, 3905, 1198, 3952, 3625, 1140, 1404, 3955, 1720, 1414, 3901, 1875, 3684, 3933, 1544, 3692, 1394, 1761, 1006, 1748, 3541, 3788, 1207, 3862, 1523, 1067, 3579, 3727, 1284, 1044, 1066, 1488, 1520, 1961, 1016, 1617, 1763, 1706, 1159, 3590, 1337, 1781, 1771, 1766, 3607, 1912, 1483, 3747, 3920, 1252, 1167, 1324, 1793, 1294, 1127, 1192, 1352, 3753, 1944, 3775, 1988, 3744, 1156, 1895, 1921, 1917, 1170, 1631, 3582, 1068, 1701, 1542, 3793, 3569, 1705, 1345, 1597, 1321, 1290, 1666, 1189, 3538, 3633, 1623, 1505, 1744, 1622, 1047, 1834, 3769, 3534, 3707, 1779, 1218, 3584, 3807, 1272, 1958, 1639, 1982, 1132, 1816, 1667, 1887, 1379, 3567, 3585, 1173, 1051, 1729, 1303, 1507, 1650, 1205, 1862, 1871, 3954, 1463, 1656, 1777, 1918, 3547, 3627, 1240, 1334, 1653, 3708, 1129, 3823, 1416, 1482, 1624, 1413, 3799, 1933, 1665, 1086, 1496, 1555, 1243, 3748, 3522, 1866, 3863, 3883, 3983, 1525, 1204, 1380, 1225, 1919, 1550, 1035, 1470, 1184, 1649, 1216, 3725, 1194, 1693, 3517, 3621, 1963, 1048, 1514, 1660, 1440, 1231, 1545, 1286, 3798, 1758, 1125, 1584, 1700, 1852, 1332, 3826, 1220, 1415, 1734, 1615, 3812, 1951, 3527, 3985, 1776, 1267, 1472, 1013, 3756, 1323, 3957, 1754, 3726, 1485, 1930, 1212, 1645, 1997, 1134, 1847, 1322, 3787, 1311, 1551, 1078, 1081, 1101, 1490, 1110, 1764, 3660, 1003, 1697, 1230, 3736, 1197, 1643, 1911, 1298, 1527, 3811, 1242, 1420, 3839, 1696, 1474, 3561, 1806, 3797, 1568, 1269, 1348, 3624, 3539, 1209, 1153, 3642, 3988, 3704, 1626, 3896, 1737, 1178, 1486, 3712, 1423, 1353, 1890, 3518, 3885, 3996, 3721, 1014, 1694, 1860, 3818, 1952, 1387, 1879, 1124, 3829, 3664, 3595, 3610, 1695, 3667, 1461, 1804, 1567, 3827, 1389, 1587, 3881, 1328, 1182, 1349, 1386, 1426, 1445, 3654, 1306, 1112, 1782, 1084, 1513, 1467, 1736, 1133, 1262, 1931, 1340, 3942, 1794, 1060, 3558, 1264, 1271, 1596, 3783, 1962, 1162, 3560, 3929, 1833, 1508, 3647, 1316, 3813, 1291, 1206, 1613, 3531, 1837, 1281, 1740, 3840, 1799, 3932, 1417, 1428, 1258, 1254, 1358, 1707, 1577, 3750, 3968, 1072, 1686, 3678, 3573, 1108, 3589, 1644, 1750, 1838, 3565, 3854, 1973, 1853, 3715, 3594, 3842, 1751, 1950, 3669, 1011, 3998, 1008, 1396, 1093, 1983, 1148, 1450, 1314, 1176, 1583, 3867, 1757, 3846, 3626, 1843, 1010, 1422, 3830, 3710, 1503, 3778, 1457, 1722, 3910, 1965, 3911, 1468, 1616, 1191, 1293, 1351, 1094, 3913, 1515, 3665, 1844, 1401, 1193, 1037, 1092, 1932, 1877, 3761, 3875, 1477, 3884, 1366, 1335, 1297, 3777, 3969, 1702, 1361, 1088, 1473, 1594, 3895, 3572, 3802, 1510, 1163, 1301, 1142, 1265, 1684, 1975, 1022, 1224, 1139, 1436, 3772, 1752, 3833, 3675, 1233, 1214, 1237, 1465, 1652, 1367, 3987, 1690, 1893, 3597, 1431, 1130, 1055, 1870, 3745, 1000, 1305, 1970, 3831, 1257, 1629, 1460, 1196, 1363, 1876, 1327, 3536, 1190, 1885, 1762, 3716, 1924, 1029, 1627, 1891, 3662, 1076, 1034, 1061, 1462, 1599, 3637, 1682, 1119, 1765, 1534, 1026, 1312, 1948, 1943, 1598, 1146, 1300, 1484, 1042, 1784, 1331, 1097, 1310, 1824, 1203, 1499, 1685, 1810, 1082, 3876, 3580, 3653, 1721, 3537, 1914, 1747, 1657, 1986, 1715, 3709, 1981, 3992, 1934, 1980, 1679, 1571, 3927, 1089, 3623, 3533, 3650, 1279, 1018, 3553, 3741, 3984, 1775, 1925, 1495, 3735, 1023, 3600, 1211, 3611, 1822, 1524, 1829, 3892, 1926, 3699, 1418, 1031, 1080, 1840, 1263, 3908, 1270, 1756, 3659, 1248, 3562, 1350, 3544, 1537, 3874, 3894, 3897, 3532, 1478, 1215, 1411, 1553, 1638, 1038, 1364, 3959, 1406, 3635, 1541, 1976, 1441, 1407, 1710, 3845, 1516, 3780, 3666, 3824, 1057, 1857, 3720, 1408, 3888, 1330, 1894, 1114, 3763, 1531, 1969, 3934, 3906, 1785, 1558, 1726, 1960, 3790, 1532, 3695, 3995, 1795, 1716, 1668, 3596, 3732, 3618, 1907, 3563, 1502, 1511, 1633, 3918, 1791, 3630, 3766, 1371, 3948, 1802, 1946, 1187, 1421, 1552, 3723, 1889, 1755, 1397, 3640, 1005, 1995, 1165, 1659, 3834, 1400, 3890, 1971, 1164, 1104, 1234, 1881, 3991, 1244, 1647, 3871, 1222, 3964, 3506, 3774, 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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, 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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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_rotation_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_rotation_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_rotation_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_zerodual_15_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_zerodual_20_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/img/shepplogan256x256_pdps_known_zerodual_25_10000_9000.txt Wed Apr 24 16:55:04 2024 +0300 @@ -0,0 +1,78 @@ +# 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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