| Species | Predict | validLOSS | MSE | MAPE | ACC | MCC | #trained | activ. f | classWeights |
|---|---|---|---|---|---|---|---|---|---|
| Greenland Halibut(1) | age | x | 2.65 | 0.124 | 0.262 | x | 8875 | linear | x |
| Salmon | sea age | -"- | 0.239 | 0.141 | 0.822 | x | 9073 | linear | x |
| Salmon B4 | river age | 0.359 | 0.359 | 19.58 | 0.618 | x | 6246 | linear | x |
| age | 0.0297 | 0.0297 | 1.588 | 0.984 | x | 6330 | linear | x | |
| Cod B4 | age | 0.8796 | 0.8796 | 9.228 | 0.52597 | x | 1029 | linear | x |
| Cod B4 (epoch41) | age | 0.9695 | 0.9695 | - | 0.5805 | x | 1984 | linear | x |
| Cod B4 (epoch53) | age | 0.9785 | 0.9785 | - | 0.6174 | x | 1984 | linear | x |
| Cod B4 (test-metric) | age | 0.7814 | 0.7814 | - | 0.6409 | x | 1984 | linear | x |
| NN-config | fold-1 (mse, acc) | fold-2 | fold-3 | fold-4 | fold-5 | mean MSE | mean ACC | datset size | |
|---|---|---|---|---|---|---|---|---|---|
| B4 | [0.48629727959632874, 0.6488250494003296] | [0.4687076508998871, 0.6697127819061279] | [0.4820464551448822, 0.6631853580474854] | [0.4878818988800049, 0.6488250494003296] | [0.47346818447113037, 0.6579634547233582] | 0.4216341924334377 | 0.6971279373368147 | 5150 | |
| B4,standardScalar on target, StratifiedKFold | [0.4904178682121655, 0.643603133159269] | [0.5347786293189214, 0.6227154046997389] | [0.4968175576778982, 0.660574412532637] | [0.4573790357033823, 0.6984334203655352] | [0.5134489160772718, 0.6514360313315927] | 0.4257378207634962 | 0.7010443864229765 | 5150 | |
| B4,standardScalar on target, StratifiedKFold, pretraining on salmon-scales 20 epochs | [0.46910862052397906, 0.6631853785900783] | [0.4689538583672292, 0.685378590078329] | [0.5130625894583206, 0.6514360313315927] | [0.4741178483435903, 0.6814621409921671] | [0.47853572666031796, 0.6501305483028721] | 0.43275226756928326 | 0.6892950391644909 | 5150 | |
| B5,standardScalar on target, StratifiedKFold | [0.4353308031328409, 0.667098445595855 ] | [0.44663970124877767, 0.6826424870466321] | [0.45198405952545945, 0.677461139896373] | [0.430863676385045, 0.6748704663212435] | [0.44126310267337826, 0.6917098445595855] | 0.40109202928591997 | 0.7072538860103627 | 5150 |
| NN-config | fold-1 (mse, acc)(max, mean, min) | fold-2 | fold-3 | fold-4 | fold-5 | fold-6 | fold-7 | fold-8 | fold-9 | fold-10 | mean MSE | mean ACC | datset size |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B4 with B5 img size,standardScalar on target, StratifiedKFold | [0.3197536160088654,0.6990291262135923] | [0.31845087610760114,0.6893203883495146] | [0.30601433207216255,0.6873786407766991] | [0.31335182256242056,0.683495145631068] | [0.32232335618776714,0.6893203883495146] | [0.31398366708967657,0.7009708737864078] | [0.3147587854708994,0.6970873786407767] | [0.3164655743413814,0.6679611650485436] | [0.30647813064746254,0.6893203883495146] | [0.30178253861722815,0.7242718446601941] | 0.27677442836796534 | 0.7281553398058253 | 5150 |
| B4 MLP(256,32,1) middle | 0.34420374858404784, 0.6854368932038835 |
0.3276395089426725, 0.6932038834951456 |
0.31646135453238877, 0.7300970873786408 |
0.33412137047640145, 0.6854368932038835 |
0.32597101450158217, 0.6776699029126214 |
0.320012361979369, 0.6815533980582524 |
0.3552662592840664, 0.6718446601941748 |
0.32610113857471096, 0.6718446601941748 |
0.3127441343499593, 0.683495145631068 |
0.32505598184156775, 0.6951456310679611 |
0.2847701138075624 | 0.7145631067961165 | 5150 |
| B4 MLP(256,32,1) max | 0.34048308447557973, 0.6407766990291263 |
0.31743578138623596, 0.6815533980582524 |
0.31839301469258846, 0.6718446601941748 |
0.347277618330676, 0.6621359223300971 |
0.3355500890052016, 0.6776699029126214 |
0.3355500890052016, 0.6951456310679611 |
0.3357910349341229, 0.6718446601941748 |
0.3201121420411831, 0.6932038834951456 |
0.3536916718387224, 0.6621359223300971 |
0.3357048581437831, 0.6524271844660194 |
0.2908639084032022 | 0.7087378640776699 | 5150 |
| B5,standardScalar on target, StratifiedKFold, min | [0.32392935016259955,0.7184466019417476] | [0.3216571342235008,0.6912621359223301] | [0.32478147278277225,0.6932038834951456] | [0.33645739740161507,0.6679611650485436] | [0.29122819849402387,0.7359223300970874] | [0.3136678521029937,0.7067961165048544] | [0.32013204172139337,0.6621359223300971] | [0.3309105222508796,0.683495145631068] | [0.32977773700250607,0.6951456310679611] | [0.31682926098100384,0.6873786407766991] | 0.2770159431240281 | 0.7436893203883496 | 5150 |
| B5,standardScalar on target, StratifiedKFold, middle | 0.30821068974075166, 0.7029126213592233 |
0.2861046477441015, 0.7203883495145631 |
0.3152282506349248, 0.6776699029126214 |
0.3490899074879489, 0.6660194174757281 |
0.33241087097324296, 0.6737864077669903 |
0.31005261853611604, 0.6990291262135923 |
0.27975445236855084, 0.7184466019417476 |
0.2746708636880597, 0.7145631067961165 |
0.3305822893783216, 0.6815533980582524 |
0.28843126783645945, 0.7223300970873786 |
0.2731098431413754 | 0.7339805825242719 | 5150 |
| B6,standardScalar on target, StratifiedKFold, min | [0.32510835507442315,0.683495145631068] | [0.3290709168395908,0.6854368932038835] | [0.33377248527623243,0.6640776699029126] | [0.29291382688065226,0.7242718446601941] | [0.31181813555346594, 0.7067961165048544] | [0.2902428397533708,0.7087378640776699] | [0.3196961505168636,0.6932038834951456] | [0.3060735895344372,0.6932038834951456] | [0.27629437608294805,0.7203883495145631] | [0.29986697830481673,0.6893203883495146] | 0.272170267061415 | 0.7339805825242719 | 5150 |
| B6,standardScalar on target, StratifiedKFold, middle | [0.32259526220834905,0.6854368932038835] | [0.30107642192557743,0.6990291262135923] | [0.31192925963007273,0.6757281553398058] | [0.2681776623502772,0.7359223300970874] | [0.2941738409037171,0.7281553398058253] | [0.26564604307906664,0.7203883495145631] | [0.3091506689318128,0.6796116504854369] | [0.3109753967546189,0.6932038834951456] | [0.2784018680409038,0.7203883495145631] | [0.2892850218536424,0.7106796116504854] | 0.2622701387186297 | 0.7436893203883496 | 5150 |
| B6,standardScalar on target, StratifiedKFold, max | 0.43451196999200425, 0.7048543689320388 |
0.3060707878247112, 0.6815533980582524 |
0.3060707878247112, 0.6524271844660194 |
0.2702834854954916, 0.7320388349514563 |
0.38975394919619233, 0.6912621359223301 |
0.3209367247336584, 0.6776699029126214 |
0.41142236959285977, 0.6796116504854369 |
0.3205649040133468, 0.6796116504854369 |
0.2941406328857888, 0.7281553398058253 |
0.4479741380215303, 0.6854368932038835 |
0.30471818752107327 | 0.7145631067961165 | 5150 |
| EfficientNetV2-m baseline | [0.43593598646472737, 0.5864077669902913], [11.656976699829102, 5.509386144332515, 1.0240179300308228] | [0.329003091574722, 0.6757281553398058],[11.689010620117188, 5.1254937412669355, 0.9654581546783447] | [0.33623309593114964, 0.6776699029126214], [11.889851570129395, 5.285319744498985, 0.9146838188171387] | [0.3737735574605572, 0.6368932038834951], [12.078588485717773, 5.409902389535626, 0.9477762579917908] | [0.39238114248926304,0.625242718446602],[11.572626113891602,5.190874819500932,0.9491563439369202] | [0.36080863358942594,0.654368932038835],[11.696592330932617,5.305954855854072,0.8887564539909363] | [0.34378273482522753, 0.6601941747572816],[11.557056427001953, 5.2136024237836445, 0.920559823513031] | [0.37456772209432077, 0.6388349514563106],[11.856122016906738,5.3887680463420535,0.9428082704544067] | [0.32232482847267624,0.658252427184466],[11.902791023254395,5.312223237000623,0.913942813873291] | [0.32846365935074273,0.6660194174757281],[12.20690631866455, 5.246973541292172, 0.9430772662162781] | 0.33051156280698374 | 0.6699029126213593 | 5150 |
| EfficientNetV2-l baseline | [0.3631332187061773, 0.654368932038835], [12.01773738861084, 5.310474924439365,0.8895091414451599] | [0.35952411192975386, 0.6524271844660194], [11.634198188781738, 5.277551628663702, 0.8856195211410522] | [0.434872708049315,0.6407766990291263],[11.776787757873535,5.303626792176256,0.9191138744354248] | [0.343894515699138,0.6699029126213593],[11.503342628479004,5.10492112439813,0.8544027209281921] | [0.38062042388052225,0.6310679611650486],[11.66337776184082, 5.360615915928072, 0.8762474060058594] | [0.35183026052933125,0.6640776699029126],[11.736310958862305,5.2492036546318275,0.8503969311714172] | [0.3770195560160116,0.6485436893203883],[11.890049934387207,5.2943437687401635,0.9406237006187439] | [0.3549831283558617,0.658252427184466],[11.888720512390137,5.279939203586393,0.9145044088363647] | [0.33879768520217496,0.6563106796116505],[11.994569778442383,5.31596553163621,0.9251725673675537] | [0.3497640113286335,0.658252427184466],[11.943987846374512,5.207454828845645,0.8693790435791016] | 0.3482863627148823 | 0.6757281553398058 | 5150 |
| EfficientNetV2-m exposure="middle" | [0.39718897058209524, 0.6077669902912621],[11.72133731842041,5.447287622701775,0.9450588226318359] | [0.37383119606970494,0.6524271844660194],[11.627776145935059,5.1725509268566245,1.0156219005584717] | [0.35610648247128274,0.6601941747572816],[11.998383522033691,5.361631473985691,0.8636019229888916] | [0.3840084548166239,0.6271844660194175],[11.898012161254883, 5.398851113064775, 0.9133579134941101] | [0.349523375805845,0.654368932038835],[11.257091522216797,5.246484787255815,0.8743095993995667] | [0.33748664972898557,0.6679611650485436],[11.714927673339844,5.247008727707909,0.9867938160896301] | [0.3256831318805641,0.658252427184466],[11.796988487243652,5.233834440384096,0.9097902178764343] | [0.36527177271722916,0.6213592233009708],[11.842670440673828,5.338287988796975,0.9638106226921082] | [0.35276076129821055,0.6640776699029126],[11.92320728302002,5.212955970555833,0.9720532298088074] | [0.3345734053043579,0.6640776699029126],[12.203539848327637,5.287658938620854,0.8788002729415894] | 0.3357187723002123 | 0.6427184466019418 | 5150 |
| EfficientNetV2-m exposure="max" | [0.4552132929754933,0.5883495145631068],[11.542473793029785,5.508298445905297,1.0317736864089966] | [0.36893291988509574,0.6524271844660194],[11.887615203857422,5.27592860066775,0.8879614472389221] | [0.41200427720744315,0.6097087378640776],[12.223085403442383,5.459770287124856,0.8846766352653503] | [0.3505811724148065,0.6446601941747573],[11.851435661315918,5.365713037101968,0.9331003427505493] | [0.34315351951040934,0.6796116504854369],[11.596426963806152,5.156253770369928,0.919688880443573] | [0.4127972184036007,0.6038834951456311],[11.885137557983398,5.45255562101753,0.9943726062774658] | [0.3575387501974067,0.658252427184466],[11.667533874511719,5.304152626319996,0.9186959862709045] | [0.36465211985087903,0.6485436893203883],[11.978194236755371,5.313120795337899,0.9499825239181519] | [0.44050087972013446,0.5805825242718446],[11.716320037841797,5.491412600151543,0.9512141346931458] | [0.3538976686818368,0.654368932038835],[11.76646900177002,5.304721099427603,0.9214164614677429] | 0.3601233019856572 | 0.6524271844660194 | 5150 |
| EfficientNetV2-m exposure="max" without mixed precision (amp.GradScaler()) | [0.455899366829671, 0.5786407766990291][11.624638557434082,5.510402609075157,1.029883861541748] | [0.3955207692059546,0.6388349514563106] | [0.3870887313689006,0.6310679611650486] | [0.37190759645808213,0.6427184466019418] | [0.3954467958043927,0.6349514563106796] | [0.3806486774090985,0.6310679611650486] | [0.3694079017430422,0.6349514563106796] | [0.4474771832160993,0.5786407766990291] | [0.4329707149162454,0.6097087378640776] | [0.3630835861605383,0.6330097087378641] | 0.38274013996009026 | 0.6271844660194175 | 5150 |
| EfficientNetV2-l MLP(256,32,1) | [0.3629718165260899,0.6640776699029126],[11.326478958129883,5.176436455967357,0.7270090579986572] | [0.3778153902815894,0.654368932038835],[11.756083488464355,5.078827020496998,0.7515597939491272] | [0.40490400097933393,0.6621359223300971],[11.678875923156738,5.0282682075083835,0.6951654553413391] | [0.3422837114291397,0.6601941747572816],[11.539137840270996,5.027335057906734,0.7135916948318481] | [0.3930839488501394,0.654368932038835],[11.62857723236084,5.065871095078663,0.8129523992538452] | [0.36973989926423256, 0.6679611650485436],[11.52272891998291, 5.0117800284357905,0.7823890447616577] | [0.44649657125737163,0.6388349514563106],[11.628984451293945,5.012184920820218,0.45771318674087524] | [0.3442822287250434,0.6679611650485436],[11.645936965942383,5.125562575951363,0.709739625453949] | [0.3326264110015347,0.6660194174757281],[11.753767967224121,5.1002887210799654,0.7644101977348328] | [0.3626785866047162,0.6563106796116505],[11.611091613769531,5.029804865249153,0.7668406367301941] | 0.3578598940821187 | 0.6621359223300971 | 5150 |
| NN-config | fold-1 (val_mse,val_acc),(mse, acc) | fold-2 | fold-3 | fold-4 | fold-5 | fold-6 | fold-7 | fold-8 | fold-9 | fold-10 | mean MSE | mean ACC | datset size |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EfficientNetV2-m exposure="max" | [0.37055935391494754,0.6621359223300971] | [0.45588673297899246,0.6233009708737864] | [0.3547869452993763,0.6446601941747573] | [0.4045900893110558,0.6135922330097088] | [0.88552916,0.4406047516198704] | [0.48096464346891804,0.6233009708737864] | [0.37039235639865814,0.654368932038835] | [0.45940533538042655,0.6330097087378641] | [0.8034557,0.5205183585313174] | [0.5949553335231461,0.6] | 0.3811391933261682 | 0.658252427184466 | 5150 |
| EfficientNetV2-m exposure="max" MLE savepoints | 0.39006542761913027,0.6349514563106796 | 0.3975690467732811,0.6194174757281553 | 0.3456209812726769,0.6504854368932039 | 0.392271179482109,0.6466019417475728 | 0.3944861143057912,0.6194174757281553 | 0.36419188526757085,0.6621359223300971 | 0.32908238390696287,0.6718446601941748 | 0.4586693277976992,0.5805825242718446 | 0.4482269191065332,0.6135922330097088 | 0.38145080447413454,0.6446601941747573 | 0.40194174757281553 | 0.6504854368932039 | 5150 |
| EfficientNetV2-m MLP(256,32,1) exposure="middle" MLE savepoints | 0.32134962560309055, 0.6873786407766991 | 0.37654773499747174,0.6757281553398058 | 0.3317787046957071,0.683495145631068 | 0.2848554733474878,0.7106796116504854 | 0.28457994675059795,0.7009708737864078 | 0.3254396787970704,0.7048543689320388 | 0.3107698348896557,0.6990291262135923 | 0.3481675475700843,0.683495145631068 | 0.29518738573095393,0.6990291262135923 | 0.37277993194640846, 0.6601941747572816 | 0.29181617978158675 | 0.7242718446601941 | 5150 |
| EfficientNetV2-l MLP(256,32,1) 9 channels, mse savepoints,test_img=384 | 0.2919331574757366, 0.7087378640776699 |
0.28862907527393483, 0.7067961165048544 |
0.2886753393807174, 0.7067961165048544 |
0.3264675816582527, 0.7067961165048544 |
0.30704787144179796, 0.7067961165048544 |
0.32707414210911223, 0.7067961165048544 |
0.2831883007978934, 0.7067961165048544 |
0.2999658127942135, 0.7067961165048544 |
0.3347793650017895, 0.7067961165048544 |
0.2951520435189703, 0.7067961165048544 |
0.2812634011698365 | 0.7165048543689321 | 5150 |
| EfficientNetV2-m MLP(256,32,1) 9 channels, mse savepoints,test_img=384 | 0.28924956303381794, 0.7165048543689321 |
0.29942306690937437, 0.7067961165048544 |
0.3025252460057941, 0.6932038834951456 |
0.28377943850540877, 0.7126213592233009 |
0.2915233471041366, 0.7184466019417476 |
0.2871269724253753, 0.7184466019417476 |
0.3030619876887209, 0.7126213592233009 |
0.2879829908232323, 0.7165048543689321 |
0.28862248577395033, 0.7106796116504854 |
0.29375312456653485, 0.7067961165048544 |
0.2728000533332227 | 0.7398058252427184 | 5150 |
| EfficientNetV2-m MLP(256,32,1) max, mse savepoints,test_img=384,150 epochs | 0.30484069945668224, 0.6893203883495146 |
0.4133824266231807, 0.625242718446602 |
0.31930824312116274, 0.6679611650485436 |
0.32717935896508477, 0.7048543689320388 |
0.30969602468386354, 0.6893203883495146 |
0.28448606067270993, 0.7087378640776699 |
0.30904694431735247, 0.6932038834951456 |
0.3150160931097954, 0.7067961165048544 |
0.30198777594516435, 0.6970873786407767 |
0.2869042119366531, 0.7262135922330097 |
0.28988731306984655 | 0.7106796116504854 | 5150 |
| EfficientNetV2-m MLP(256,32,1) max, mse savepoints,test_img=384,450 epochs | 0.33681427373177025, 0.6893203883495146 |
, 0.29654104862479846, , 0.7009708737864078 |
, 0.3021051977439794, , 0.7029126213592233 |
, 0.29052846705153995, , 0.7126213592233009 |
0.3153618507145613, 0.7067961165048544 |
0.34705555720142651, 0.6854368932038835 |
0.3384720333945969, 0.6970873786407767 |
0.3211546217945373, 0.6796116504854369 |
0.3125481445122048, 0.6912621359223301 |
0.283231936652271, 0.7184466019417476 |
0.2891016447191845 | 0.7126213592233009 | 5150 |
| EfficientNetV2-m MLP(256,32,1) min, mse savepoints,test_img=384 | 0.2921728504806332, 0.7106796116504854 |
0.2915168880493239, 0.7106796116504854 |
0.29415177969506007, 0.6951456310679611 |
0.27463061557075813, 0.7339805825242719 |
0.2978112364938812, 0.7184466019417476 |
0.3038186086169834, 0.7087378640776699 |
0.3043179297837437, 0.7087378640776699 |
0.33064210104040115, 0.6970873786407767 |
0.30677957823914664, 0.7009708737864078 |
0.29461632788989833, 0.7145631067961165 |
0.2733061445705727 | 0.7398058252427184 | 5150 |
| EfficientNetV2-l MLP(256,32,1) MLE savepoints, same test image size | [0.31076611375098306,0.6893203883495146] | [0.4524055561189933,0.5941747572815534] | |||||||||||
| EfficientNetV2-l old MLP(256,32,1) MLE savepoints, same test image size middle | [0.30097150575771525,0.6970873786407767] | [0.28132935946744175,0.7339805825242719] | [0.29904481883102846,0.6912621359223301 | [0.3176863822144107,0.6699029126213593] | [0.28227414303887455,0.7184466019417476] | [0.3049059022718125,0.6990291262135923] | [0.2796412552907852, 0.7262135922330097] | 0.33390750726134205,0.6815533980582524] | [0.2998588231157967,0.7048543689320388] | [0.31008770317437595,0.7029126213592233] | 0.27972858674427004 | 0.7184466019417476 | 5150 |
| EfficientNetV2-l MLP(256,32,1), mse savepoints, max | 0.32196506924850776, 0.7106796116504854 |
0.2946665601392249, 0.7009708737864078 |
0.32414991299737056, 0.6990291262135923 |
0.3531381614789506, 0.7417475728155339 |
0.29510834368141653, 0.7281553398058253 |
||||||||
| 0.3059995273245565, 0.7106796116504854 |
0.2705381382875259, 0.7223300970873786 |
0.2921056222257979, 0.7106796116504854 |
0.38004589090507696, 0.7106796116504854 |
0.29924078041383567, 0.7009708737864078 |
0.28599091634838775 | 0.7242718446601941 | 5150 | ||||||
| EfficientNetV2-l MLP(256,32,1), mse savepoints, middle | 0.29953838222096635, 0.6873786407766991 |
0.33232208673970726, 0.6796116504854369 |
0.32039824947911555, 0.6970873786407767 |
0.30037839009590983, 0.7184466019417476 |
0.27221360980857046, 0.7106796116504854 |
||||||||
| 0.30174664335615214, 0.7106796116504854 |
0.29355417419590435, 0.6970873786407767 |
0.28472557798644504, 0.7048543689320388 |
0.30734402115092485, 0.7106796116504854 |
0.2849121101485401, 0.7203883495145631 |
0.2749396896282028 | 0.7281553398058253 | 5150 |