{ "LOSS": [ -1, 0.31272996233403666, 0.2476788473675647, 0.22845874570806818, 0.21743685066699941, 0.20913450723389762, 0.20204510008792095, 0.19673348573843605, 0.19266361020008657, 0.18888920007149373, 0.18499369311332675, 0.1814239970693982, 0.178825319265326, 0.17606780401617286, 0.1731607075482604, 0.17031185934444276, 0.16778948743889735, 0.16531555780271665, 0.1635572496677439, 0.16152025172611087, 0.1591637803638975, 0.15764906018227362, 0.15561049388100712, 0.15436255330344056, 0.15234802578141265, 0.1506220602716005 ], "LOSS_TEST": [ 2.6903339224681257, 1.9522941221203656, 1.96168036515126, 1.936141658616252, 1.904596236224752, 1.895975113280583, 1.8479908607562539, 1.8567149772262201, 1.8529958969098514, 1.8214081629179417, 1.8159718320635145, 1.7867160137649625, 1.7813359921914524, 1.784297444281401, 1.776823141447967, 1.7659106180199888, 1.7677338645840064, 1.759627800779417, 1.740462920195423, 1.7405996400804724, 1.7420076525001784, 1.7334861171944067, 1.7225339489406903, 1.7308054304984397, 1.715493693492608 ], "MSE": [ 0.13666503198444843, 0.006316207675263285, 0.0061867346824146805, 0.0044956256495788695, 0.004033730837982148, 0.004025885567534715, 0.003665058839833364, 0.003819165802560747, 0.0034606778738088904, 0.0033698866330087187, 0.004333637070376426, 0.00352319504134357, 0.003216916632372886, 0.0032348931778687982, 0.003265579998260364, 0.0033467944839503617, 0.0031955166766420005, 0.0031471187714487312, 0.0030975894024595618, 0.003277120435377583, 0.0033125918521545827, 0.0031010602740570905, 0.003072502163704485, 0.003869307686109096, 0.00312668017228134, 0.003263643094105646 ], "MAE": [ 0.22102899491786956, 0.046481423918157815, 0.0458653393574059, 0.0389429959282279, 0.03687993597239256, 0.0364414582028985, 0.03463760904967785, 0.03541512843221426, 0.0340679251216352, 0.033518652450293306, 0.038754194155335424, 0.03430130716413259, 0.03250558042898774, 0.03278302187100053, 0.0328794414922595, 0.03308820033445954, 0.032236670628190044, 0.03227887947112322, 0.031669430714100597, 0.03277685413137078, 0.03315724991261959, 0.03170124525204301, 0.03146273419260979, 0.035910098869353535, 0.032079173382371665, 0.03233854189515114 ], "LPIPS_Vgg": [ 0.5755736398696899, 0.2357557635009289, 0.21763284012675285, 0.20410128235816954, 0.20254010140895842, 0.19417115822434425, 0.18946608141064644, 0.19196578979492188, 0.18942800000309945, 0.18769294694066047, 0.18729114532470703, 0.18715033546090126, 0.18039494156837463, 0.1816117638349533, 0.18179615020751952, 0.1789122910797596, 0.17873272612690927, 0.17834606155753135, 0.17773835331201554, 0.17898922130465508, 0.1829681907594204, 0.1794895674288273, 0.1781580187380314, 0.18027765810489654, 0.17882775336503984, 0.176821259111166 ], "LPIPS_Alex": [ 0.543559196293354, 0.17171331852674485, 0.13865737669169903, 0.127493394613266, 0.12012162521481513, 0.1143089310079813, 0.11604597732424736, 0.10691705137491227, 0.11767371267080307, 0.11510382041335106, 0.11167825512588024, 0.11200026176869869, 0.10107244603335858, 0.10098403483629227, 0.10355888031423092, 0.10105138830840588, 0.10307196281850338, 0.0992577900737524, 0.0976131222397089, 0.10397735245525837, 0.09835097491741181, 0.09823038563132286, 0.09693684034049511, 0.09782978929579259, 0.09828747831285, 0.09397168301045894 ], "PSNR": [ 8.74937551021576, 22.08052661895752, 22.177176570892335, 23.56280435562134, 24.031735076904297, 24.049118251800536, 24.461889610290527, 24.274804573059082, 24.708267555236816, 24.828684368133544, 23.70998113632202, 24.634330863952638, 25.032474632263185, 25.008107833862304, 24.96709794998169, 24.85047857284546, 25.057419204711913, 25.13334154129028, 25.20564510345459, 24.945120162963867, 24.904736518859863, 25.188133125305175, 25.242968063354493, 24.21056764602661, 25.16110776901245, 24.967015323638915 ], "SSIM": [ 0.2533037443459034, 0.7407200741767883, 0.7895931720733642, 0.8278347629308701, 0.8270214056968689, 0.8319596940279007, 0.8376574343442917, 0.839510605931282, 0.8400285738706589, 0.8415428620576858, 0.8408311092853546, 0.8435345423221589, 0.84626793384552, 0.8461584502458572, 0.84591073513031, 0.8489701992273331, 0.8503781813383102, 0.8489553761482239, 0.8489531409740448, 0.8471633440256119, 0.8475138294696808, 0.8510292458534241, 0.84949174284935, 0.8427608853578568, 0.8492824304103851, 0.8507756811380386 ], "ReconstructionError": [ 30.843561706542967, 50.0819605255127, 59.37599201202393, 55.23539632797241, 54.15858291625977, 52.01681955337524, 54.61242179870605, 54.94484704971313, 53.33697057723999, 57.07070459365845, 57.28563081741333, 50.90118696212769, 56.89144752502441, 57.51595087051392, 58.07303314208984, 59.01205463409424, 60.98450330734253, 57.803975105285645, 56.02739725112915, 58.99823091506958, 59.32576034545898, 59.91671354293823, 62.314290809631345, 64.78997426986695, 60.62169677734375, 63.36325399398804 ], "n_iter": 20, "algorithm": "UnetRes_d2_unrolled_admm_UnetRes_d2", "metric_for_best_model": null, "best_epoch": 24, "best_eval_score": 1.715493693492608, "MSE_unrolled": [ 5.583835896104574, 8.671431887894869, 9.635273441672325, 9.682368289679289, 9.140533108264208, 9.347486589103937, 8.731424670666456, 8.705021031200886, 8.904394093900919, 8.5135398209095, 8.379942171275616, 7.914898697286844, 8.254484999924898, 8.5652523227036, 7.9417481161653996, 7.866762824356556, 8.086969118565321, 7.955624062567949, 7.771906208246946, 7.648442707955837, 7.561247255653143, 7.642268639057875, 7.647947736084461, 7.610120069235563, 7.537782348692417, 7.4223628006875515 ], "MAE_unrolled": [ 14.364755690097809, 17.418709740042686, 18.428983986377716, 18.461237013339996, 17.882717445492744, 18.100152231752872, 17.478481575846672, 17.45890148729086, 17.657121397554874, 17.209141805768013, 17.112648226320744, 16.59605772048235, 16.97880893200636, 17.30765090882778, 16.635367706418037, 16.57469665259123, 16.77980451285839, 16.650740414857864, 16.455504797399044, 16.28410992026329, 16.192984528839588, 16.296503148972988, 16.29396129399538, 16.262575708329678, 16.18121775984764, 16.058818019926548 ], "LPIPS_Vgg_unrolled": [ 60.35267245769501, 48.335973143577576, 48.29341956973076, 47.90245673060417, 47.46021369099617, 47.2451157271862, 46.430566012859344, 46.65931302309036, 46.43251320719719, 45.831304490566254, 45.76495948433876, 45.28651741147041, 45.0029861330986, 44.74977391958237, 45.1169655919075, 44.92162159085274, 44.773218274116516, 44.64886328577995, 44.21565970778465, 44.29600057005882, 44.29631507396698, 44.0542476773262, 43.72883319854736, 43.94516208767891, 43.58019298315048, 43.69153767824173 ], "LPIPS_Alex_unrolled": [ 55.72808754444122, 51.023292779922485, 52.886766225099564, 53.007504373788834, 53.15132948756218, 53.20477366447449, 51.113921105861664, 50.64211729168892, 51.291341692209244, 49.668292462825775, 49.62216803431511, 48.0838083922863, 48.44835716485977, 48.719020426273346, 48.35721093416214, 47.67902630567551, 47.8318727016449, 47.67233234643936, 47.115037471055984, 46.73611581325531, 46.492161095142365, 46.23660349845886, 46.021755546331406, 45.984146386384964, 45.7042638361454, 45.73085680603981 ], "PSNR_unrolled": [ 1268.2100715637207, 1076.9143104553223, 1030.8527059555054, 1028.9668626785278, 1053.8209295272827, 1044.1019916534424, 1072.979772567749, 1074.5192346572876, 1064.8202085494995, 1085.0262117385864, 1090.8254642486572, 1115.9164810180664, 1097.399003982544, 1081.205394744873, 1114.0128602981567, 1117.7123947143555, 1106.5113286972046, 1113.4070234298706, 1123.0872774124146, 1131.1664514541626, 1136.0161590576172, 1131.0641765594482, 1130.9179754257202, 1132.8880615234375, 1136.7927179336548, 1143.3457622528076 ], "SSIM_unrolled": [ 41.493975937366486, 45.668126463890076, 42.050368309020996, 41.70283526182175, 43.33131447434425, 42.82807037234306, 44.32637086510658, 44.33396193385124, 43.90869948267937, 45.44120952486992, 45.346825271844864, 46.95995879173279, 46.12991738319397, 45.74089741706848, 46.738008707761765, 47.105674117803574, 46.82026779651642, 47.01498460769653, 47.77516210079193, 48.108400493860245, 48.33663421869278, 48.39348277449608, 48.39533331990242, 48.57377773523331, 48.8866685628891, 49.12328401207924 ] }