ops-eval / results /hyperparameter_sweep /lr_sensitivity.json
cspeters119's picture
Add splits, metadata, results, idr0071 validation, and dataset card
d3effd7 verified
Raw
History Blame Contribute Delete
50.8 kB
{
"1e-05": {
"mean-only": {
"mAP_mean": 0.7289120202033805,
"mAP_std": 0.09194937942640147,
"seeds": [
{
"test_mAP": 0.820861399629782,
"best_val_mAP": 0.8476584923013494,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 2.628862592909071,
"val_mAP": 0.8476584923013494
},
{
"epoch": 1,
"train_loss": 2.623921447330051,
"val_mAP": 0.844014517228803
},
{
"epoch": 2,
"train_loss": 2.6258020136091442,
"val_mAP": 0.8415910478410479
},
{
"epoch": 3,
"train_loss": 2.6080091264512806,
"val_mAP": 0.8412972939758655
},
{
"epoch": 4,
"train_loss": 2.5974779658847384,
"val_mAP": 0.8406225718725719
},
{
"epoch": 5,
"train_loss": 2.60323166847229,
"val_mAP": 0.840452503845361
},
{
"epoch": 6,
"train_loss": 2.5855839252471924,
"val_mAP": 0.8405298074940931
},
{
"epoch": 7,
"train_loss": 2.590050326453315,
"val_mAP": 0.8396640066282924
},
{
"epoch": 8,
"train_loss": 2.5758211612701416,
"val_mAP": 0.8380586675229532
},
{
"epoch": 9,
"train_loss": 2.5612342622545032,
"val_mAP": 0.8349021018663877
},
{
"epoch": 10,
"train_loss": 2.5418054262797036,
"val_mAP": 0.8363571283214142
},
{
"epoch": 11,
"train_loss": 2.536267042160034,
"val_mAP": 0.8362045031687889
},
{
"epoch": 12,
"train_loss": 2.5554412206014,
"val_mAP": 0.8362045031687889
},
{
"epoch": 13,
"train_loss": 2.5196498764885797,
"val_mAP": 0.8362045031687889
},
{
"epoch": 14,
"train_loss": 2.5220287111070423,
"val_mAP": 0.8350249287749287
},
{
"epoch": 15,
"train_loss": 2.5046156115002103,
"val_mAP": 0.8350249287749287
},
{
"epoch": 16,
"train_loss": 2.5407619211408825,
"val_mAP": 0.8348286964358393
},
{
"epoch": 17,
"train_loss": 2.518441597620646,
"val_mAP": 0.8348286964358393
},
{
"epoch": 18,
"train_loss": 2.5456329451666937,
"val_mAP": 0.8348286964358393
},
{
"epoch": 19,
"train_loss": 2.509083244535658,
"val_mAP": 0.8339783562997848
}
]
},
{
"test_mAP": 0.6369626407769791,
"best_val_mAP": 0.6749923959482783,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 2.637694173389011,
"val_mAP": 0.6749923959482783
},
{
"epoch": 1,
"train_loss": 2.630801386303372,
"val_mAP": 0.6749181996030735
},
{
"epoch": 2,
"train_loss": 2.625970098707411,
"val_mAP": 0.6742568239416978
},
{
"epoch": 3,
"train_loss": 2.606449524561564,
"val_mAP": 0.6683219499921181
},
{
"epoch": 4,
"train_loss": 2.5995221667819552,
"val_mAP": 0.6632232438429918
},
{
"epoch": 5,
"train_loss": 2.607145309448242,
"val_mAP": 0.661664286926892
},
{
"epoch": 6,
"train_loss": 2.5932700634002686,
"val_mAP": 0.6585354712980764
},
{
"epoch": 7,
"train_loss": 2.5678713586595325,
"val_mAP": 0.6570615483955821
},
{
"epoch": 8,
"train_loss": 2.58445061577691,
"val_mAP": 0.6517383664912414
},
{
"epoch": 9,
"train_loss": 2.561322477128771,
"val_mAP": 0.6503353052667517
},
{
"epoch": 10,
"train_loss": 2.550643523534139,
"val_mAP": 0.6456395380709844
},
{
"epoch": 11,
"train_loss": 2.556745237774319,
"val_mAP": 0.6395383475947938
},
{
"epoch": 12,
"train_loss": 2.552013291252984,
"val_mAP": 0.6395383475947938
},
{
"epoch": 13,
"train_loss": 2.576424651675754,
"val_mAP": 0.6395383475947938
},
{
"epoch": 14,
"train_loss": 2.5349658330281577,
"val_mAP": 0.6395383475947938
},
{
"epoch": 15,
"train_loss": 2.520340018802219,
"val_mAP": 0.6379510460074923
},
{
"epoch": 16,
"train_loss": 2.529531399408976,
"val_mAP": 0.6378202244480994
},
{
"epoch": 17,
"train_loss": 2.551134798261854,
"val_mAP": 0.6378202244480994
},
{
"epoch": 18,
"train_loss": 2.5359428193834095,
"val_mAP": 0.6378202244480994
},
{
"epoch": 19,
"train_loss": 2.541211313671536,
"val_mAP": 0.6378202244480994
}
]
}
]
},
"attention+aux": {
"mAP_mean": 0.7281803733779837,
"mAP_std": 0.09340027228354436,
"seeds": [
{
"test_mAP": 0.821580645661528,
"best_val_mAP": 0.8479831676260247,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 5.330298953586155,
"val_mAP": 0.8479831676260247
},
{
"epoch": 1,
"train_loss": 5.325206438700358,
"val_mAP": 0.8468489843489845
},
{
"epoch": 2,
"train_loss": 5.326359166039361,
"val_mAP": 0.8422288029430887
},
{
"epoch": 3,
"train_loss": 5.3102067311604815,
"val_mAP": 0.8410808437594152
},
{
"epoch": 4,
"train_loss": 5.301777892642551,
"val_mAP": 0.8441961808033236
},
{
"epoch": 5,
"train_loss": 5.3079789479573565,
"val_mAP": 0.8430057046128473
},
{
"epoch": 6,
"train_loss": 5.294973585340712,
"val_mAP": 0.843201936951937
},
{
"epoch": 7,
"train_loss": 5.299516836802165,
"val_mAP": 0.8406225718725719
},
{
"epoch": 8,
"train_loss": 5.289466910892063,
"val_mAP": 0.8422382181310752
},
{
"epoch": 9,
"train_loss": 5.281071080101861,
"val_mAP": 0.8378009886938458
},
{
"epoch": 10,
"train_loss": 5.2680678897433815,
"val_mAP": 0.8381316765245337
},
{
"epoch": 11,
"train_loss": 5.26662360297309,
"val_mAP": 0.8385010161795876
},
{
"epoch": 12,
"train_loss": 5.28020175298055,
"val_mAP": 0.8395111171896887
},
{
"epoch": 13,
"train_loss": 5.257838726043701,
"val_mAP": 0.8365349267134983
},
{
"epoch": 14,
"train_loss": 5.260439501868354,
"val_mAP": 0.8383206409992124
},
{
"epoch": 15,
"train_loss": 5.249020894368489,
"val_mAP": 0.8383206409992124
},
{
"epoch": 16,
"train_loss": 5.2735532654656305,
"val_mAP": 0.8383206409992124
},
{
"epoch": 17,
"train_loss": 5.259582572513157,
"val_mAP": 0.8383206409992124
},
{
"epoch": 18,
"train_loss": 5.277563412984212,
"val_mAP": 0.8383206409992124
},
{
"epoch": 19,
"train_loss": 5.253927919599745,
"val_mAP": 0.8383206409992124
}
]
},
{
"test_mAP": 0.6347801010944393,
"best_val_mAP": 0.6761828721387545,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 5.340710163116455,
"val_mAP": 0.6761828721387545
},
{
"epoch": 1,
"train_loss": 5.334173202514648,
"val_mAP": 0.6760325927287448
},
{
"epoch": 2,
"train_loss": 5.329066382514106,
"val_mAP": 0.6751175849127531
},
{
"epoch": 3,
"train_loss": 5.313512272304958,
"val_mAP": 0.6689171880873561
},
{
"epoch": 4,
"train_loss": 5.305540084838867,
"val_mAP": 0.6687471200601453
},
{
"epoch": 5,
"train_loss": 5.31242232852512,
"val_mAP": 0.6635703523833776
},
{
"epoch": 6,
"train_loss": 5.30276362101237,
"val_mAP": 0.662124774152085
},
{
"epoch": 7,
"train_loss": 5.283824178907606,
"val_mAP": 0.6618399712357032
},
{
"epoch": 8,
"train_loss": 5.296459727817112,
"val_mAP": 0.6606952825910145
},
{
"epoch": 9,
"train_loss": 5.280649503072103,
"val_mAP": 0.6572655773755951
},
{
"epoch": 10,
"train_loss": 5.275997691684299,
"val_mAP": 0.656075101185119
},
{
"epoch": 11,
"train_loss": 5.279496404859755,
"val_mAP": 0.6561884798699262
},
{
"epoch": 12,
"train_loss": 5.2772764629787865,
"val_mAP": 0.6542043528857991
},
{
"epoch": 13,
"train_loss": 5.293595843844944,
"val_mAP": 0.6520076408676585
},
{
"epoch": 14,
"train_loss": 5.2666335635715065,
"val_mAP": 0.651858831343849
},
{
"epoch": 15,
"train_loss": 5.257029003567165,
"val_mAP": 0.6506683551533728
},
{
"epoch": 16,
"train_loss": 5.26347287495931,
"val_mAP": 0.6506683551533728
},
{
"epoch": 17,
"train_loss": 5.278249157799615,
"val_mAP": 0.6506683551533728
},
{
"epoch": 18,
"train_loss": 5.267200311024983,
"val_mAP": 0.6506683551533728
},
{
"epoch": 19,
"train_loss": 5.271656884087457,
"val_mAP": 0.6506683551533728
}
]
}
]
}
},
"1e-04": {
"mean-only": {
"mAP_mean": 0.786777239394306,
"mAP_std": 0.06388000266918609,
"seeds": [
{
"test_mAP": 0.850657242063492,
"best_val_mAP": 0.8771597102424172,
"best_epoch": 17,
"history": [
{
"epoch": 0,
"train_loss": 2.5967892275916205,
"val_mAP": 0.8252113289574469
},
{
"epoch": 1,
"train_loss": 2.44134791692098,
"val_mAP": 0.803408446712018
},
{
"epoch": 2,
"train_loss": 2.1650871568255954,
"val_mAP": 0.7821424605195614
},
{
"epoch": 3,
"train_loss": 1.7393128474553425,
"val_mAP": 0.7909173644205156
},
{
"epoch": 4,
"train_loss": 1.531984766324361,
"val_mAP": 0.8066073146430289
},
{
"epoch": 5,
"train_loss": 1.5944919718636408,
"val_mAP": 0.8069110849467993
},
{
"epoch": 6,
"train_loss": 1.6893074247572157,
"val_mAP": 0.8405908575551434
},
{
"epoch": 7,
"train_loss": 1.5810937219195895,
"val_mAP": 0.8480809369202227
},
{
"epoch": 8,
"train_loss": 1.580973121854994,
"val_mAP": 0.8488420953176592
},
{
"epoch": 9,
"train_loss": 1.4960456291834514,
"val_mAP": 0.8574532590814103
},
{
"epoch": 10,
"train_loss": 1.5820372502009075,
"val_mAP": 0.860430240676813
},
{
"epoch": 11,
"train_loss": 1.5832655827204387,
"val_mAP": 0.8723114830727613
},
{
"epoch": 12,
"train_loss": 1.5589116944207086,
"val_mAP": 0.8719097841850376
},
{
"epoch": 13,
"train_loss": 1.443614535861545,
"val_mAP": 0.8681856833642548
},
{
"epoch": 14,
"train_loss": 1.5170356300142076,
"val_mAP": 0.8676445578231293
},
{
"epoch": 15,
"train_loss": 1.525762094391717,
"val_mAP": 0.8713808330349685
},
{
"epoch": 16,
"train_loss": 1.472358266512553,
"val_mAP": 0.8749555962735973
},
{
"epoch": 17,
"train_loss": 1.3903531498379178,
"val_mAP": 0.8771597102424172
},
{
"epoch": 18,
"train_loss": 1.528532518280877,
"val_mAP": 0.8756986712813781
},
{
"epoch": 19,
"train_loss": 1.3907182614008586,
"val_mAP": 0.8748483311453238
}
]
},
{
"test_mAP": 0.7228972367251199,
"best_val_mAP": 0.6483244562496001,
"best_epoch": 13,
"history": [
{
"epoch": 0,
"train_loss": 2.620642344156901,
"val_mAP": 0.6417978788251898
},
{
"epoch": 1,
"train_loss": 2.521692249510023,
"val_mAP": 0.6194953486445083
},
{
"epoch": 2,
"train_loss": 2.3469550609588623,
"val_mAP": 0.5918379531299699
},
{
"epoch": 3,
"train_loss": 1.9444346957736545,
"val_mAP": 0.565854200071637
},
{
"epoch": 4,
"train_loss": 1.6735627386305068,
"val_mAP": 0.5547044517107541
},
{
"epoch": 5,
"train_loss": 1.683329701423645,
"val_mAP": 0.5833649592315557
},
{
"epoch": 6,
"train_loss": 1.7010433011584811,
"val_mAP": 0.6003787839922293
},
{
"epoch": 7,
"train_loss": 1.4281479517618816,
"val_mAP": 0.6155221062784089
},
{
"epoch": 8,
"train_loss": 1.6268087360594008,
"val_mAP": 0.640870123301846
},
{
"epoch": 9,
"train_loss": 1.6257694959640503,
"val_mAP": 0.6316973681469479
},
{
"epoch": 10,
"train_loss": 1.4702572027842205,
"val_mAP": 0.6293426296314951
},
{
"epoch": 11,
"train_loss": 1.4298068284988403,
"val_mAP": 0.6385449995951433
},
{
"epoch": 12,
"train_loss": 1.4983479446834989,
"val_mAP": 0.632117316623619
},
{
"epoch": 13,
"train_loss": 1.6680613093905978,
"val_mAP": 0.6483244562496001
},
{
"epoch": 14,
"train_loss": 1.5858189132478502,
"val_mAP": 0.6434485760116012
},
{
"epoch": 15,
"train_loss": 1.5302358733283148,
"val_mAP": 0.6455923501879383
},
{
"epoch": 16,
"train_loss": 1.4921476443608601,
"val_mAP": 0.6425452980337434
},
{
"epoch": 17,
"train_loss": 1.5295218626658122,
"val_mAP": 0.6470117641073523
},
{
"epoch": 18,
"train_loss": 1.5178202390670776,
"val_mAP": 0.6433401565754506
},
{
"epoch": 19,
"train_loss": 1.5212019549475775,
"val_mAP": 0.6437369819722761
}
]
}
]
},
"attention+aux": {
"mAP_mean": 0.7478152851199726,
"mAP_std": 0.09198092850436601,
"seeds": [
{
"test_mAP": 0.8397962136243386,
"best_val_mAP": 0.8613051630908775,
"best_epoch": 13,
"history": [
{
"epoch": 0,
"train_loss": 5.31181001663208,
"val_mAP": 0.8283624932693254
},
{
"epoch": 1,
"train_loss": 5.210159566667345,
"val_mAP": 0.8036465419501132
},
{
"epoch": 2,
"train_loss": 5.046848615010579,
"val_mAP": 0.7815029197484417
},
{
"epoch": 3,
"train_loss": 4.646864785088433,
"val_mAP": 0.7739886104014256
},
{
"epoch": 4,
"train_loss": 4.325214862823486,
"val_mAP": 0.7948540527322041
},
{
"epoch": 5,
"train_loss": 4.333485311932034,
"val_mAP": 0.7903133903133904
},
{
"epoch": 6,
"train_loss": 4.4087084664238825,
"val_mAP": 0.8089123905195333
},
{
"epoch": 7,
"train_loss": 4.3121059735616045,
"val_mAP": 0.8247460522670608
},
{
"epoch": 8,
"train_loss": 4.300965785980225,
"val_mAP": 0.8305360607826332
},
{
"epoch": 9,
"train_loss": 4.203759935167101,
"val_mAP": 0.8398710068822852
},
{
"epoch": 10,
"train_loss": 4.289407147301568,
"val_mAP": 0.8493191295657019
},
{
"epoch": 11,
"train_loss": 4.296389897664388,
"val_mAP": 0.8515734578704504
},
{
"epoch": 12,
"train_loss": 4.271242777506511,
"val_mAP": 0.8589331461614071
},
{
"epoch": 13,
"train_loss": 4.154246118333605,
"val_mAP": 0.8613051630908775
},
{
"epoch": 14,
"train_loss": 4.226846668455336,
"val_mAP": 0.8581490929705217
},
{
"epoch": 15,
"train_loss": 4.235376569959852,
"val_mAP": 0.8603476697696623
},
{
"epoch": 16,
"train_loss": 4.1882030963897705,
"val_mAP": 0.8561347345955925
},
{
"epoch": 17,
"train_loss": 4.103541957007514,
"val_mAP": 0.8559153791766574
},
{
"epoch": 18,
"train_loss": 4.2474156220753985,
"val_mAP": 0.8559153791766574
},
{
"epoch": 19,
"train_loss": 4.097969081666735,
"val_mAP": 0.8559153791766574
}
]
},
{
"test_mAP": 0.6558343566156066,
"best_val_mAP": 0.6583833271070667,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 5.333887841966417,
"val_mAP": 0.6583833271070667
},
{
"epoch": 1,
"train_loss": 5.2675634490119085,
"val_mAP": 0.6288770053475936
},
{
"epoch": 2,
"train_loss": 5.181906117333306,
"val_mAP": 0.6070790942639682
},
{
"epoch": 3,
"train_loss": 4.892239570617676,
"val_mAP": 0.5563736984692866
},
{
"epoch": 4,
"train_loss": 4.574512004852295,
"val_mAP": 0.545847534818123
},
{
"epoch": 5,
"train_loss": 4.48146751191881,
"val_mAP": 0.5514157595827763
},
{
"epoch": 6,
"train_loss": 4.4593132336934405,
"val_mAP": 0.569899786837812
},
{
"epoch": 7,
"train_loss": 4.1489311589135065,
"val_mAP": 0.5840862306461044
},
{
"epoch": 8,
"train_loss": 4.368075291315715,
"val_mAP": 0.612164194032007
},
{
"epoch": 9,
"train_loss": 4.346053308910793,
"val_mAP": 0.6117305937628803
},
{
"epoch": 10,
"train_loss": 4.1923777262369795,
"val_mAP": 0.6154041375680032
},
{
"epoch": 11,
"train_loss": 4.1496100425720215,
"val_mAP": 0.6141140733785029
},
{
"epoch": 12,
"train_loss": 4.205457422468397,
"val_mAP": 0.6219572551242719
},
{
"epoch": 13,
"train_loss": 4.376181019677056,
"val_mAP": 0.6377228719873015
},
{
"epoch": 14,
"train_loss": 4.290349695417616,
"val_mAP": 0.6233067692889122
},
{
"epoch": 15,
"train_loss": 4.2359068393707275,
"val_mAP": 0.6248903193756135
},
{
"epoch": 16,
"train_loss": 4.199265268113878,
"val_mAP": 0.6242950812803754
},
{
"epoch": 17,
"train_loss": 4.235146522521973,
"val_mAP": 0.6287560323274609
},
{
"epoch": 18,
"train_loss": 4.227707227071126,
"val_mAP": 0.6284371547764405
},
{
"epoch": 19,
"train_loss": 4.230519533157349,
"val_mAP": 0.6284371547764405
}
]
}
]
}
},
"1e-03": {
"mean-only": {
"mAP_mean": 0.7451609715856038,
"mAP_std": 0.07337201452550718,
"seeds": [
{
"test_mAP": 0.818532986111111,
"best_val_mAP": 0.8618443210617582,
"best_epoch": 11,
"history": [
{
"epoch": 0,
"train_loss": 2.063543995221456,
"val_mAP": 0.7228062611991184
},
{
"epoch": 1,
"train_loss": 1.6227024263805814,
"val_mAP": 0.8109972351513705
},
{
"epoch": 2,
"train_loss": 1.7760668595631917,
"val_mAP": 0.7576657957869138
},
{
"epoch": 3,
"train_loss": 1.6233384874131944,
"val_mAP": 0.8183295540438397
},
{
"epoch": 4,
"train_loss": 1.4590866168340046,
"val_mAP": 0.8234079743008315
},
{
"epoch": 5,
"train_loss": 1.5378915336396959,
"val_mAP": 0.8012048665620094
},
{
"epoch": 6,
"train_loss": 1.5717962715360854,
"val_mAP": 0.8165120593692022
},
{
"epoch": 7,
"train_loss": 1.6297907961739435,
"val_mAP": 0.8107404500261645
},
{
"epoch": 8,
"train_loss": 1.5232987933688693,
"val_mAP": 0.8215079893651324
},
{
"epoch": 9,
"train_loss": 1.4883106019761827,
"val_mAP": 0.8489900126717354
},
{
"epoch": 10,
"train_loss": 1.574633240699768,
"val_mAP": 0.8082070707070708
},
{
"epoch": 11,
"train_loss": 1.6055612431632147,
"val_mAP": 0.8618443210617582
},
{
"epoch": 12,
"train_loss": 1.553423073556688,
"val_mAP": 0.8252800109942967
},
{
"epoch": 13,
"train_loss": 1.4583555857340496,
"val_mAP": 0.8422904311297169
},
{
"epoch": 14,
"train_loss": 1.5521028836568196,
"val_mAP": 0.8162547769690626
},
{
"epoch": 15,
"train_loss": 1.554457426071167,
"val_mAP": 0.8251558344885414
},
{
"epoch": 16,
"train_loss": 1.4131646023856268,
"val_mAP": 0.8367014912127696
},
{
"epoch": 17,
"train_loss": 1.327405783865187,
"val_mAP": 0.8356549187376257
},
{
"epoch": 18,
"train_loss": 1.4624485439724393,
"val_mAP": 0.8339705911604408
},
{
"epoch": 19,
"train_loss": 1.360937198003133,
"val_mAP": 0.8333164833634761
}
]
},
{
"test_mAP": 0.6717889570600967,
"best_val_mAP": 0.6680477426013142,
"best_epoch": 5,
"history": [
{
"epoch": 0,
"train_loss": 2.2405779229270086,
"val_mAP": 0.5924671376034158
},
{
"epoch": 1,
"train_loss": 1.7768756681018405,
"val_mAP": 0.6219948498047236
},
{
"epoch": 2,
"train_loss": 1.7384497721989949,
"val_mAP": 0.5521904379569682
},
{
"epoch": 3,
"train_loss": 1.7533704042434692,
"val_mAP": 0.6121476076833219
},
{
"epoch": 4,
"train_loss": 1.5021988948186238,
"val_mAP": 0.6009494123989922
},
{
"epoch": 5,
"train_loss": 1.6147106223636203,
"val_mAP": 0.6680477426013142
},
{
"epoch": 6,
"train_loss": 1.6944836510552301,
"val_mAP": 0.6439641359754142
},
{
"epoch": 7,
"train_loss": 1.5950059096018474,
"val_mAP": 0.6491947371411657
},
{
"epoch": 8,
"train_loss": 1.8186330133014255,
"val_mAP": 0.6441909924522706
},
{
"epoch": 9,
"train_loss": 1.6680278248257108,
"val_mAP": 0.666906452752041
},
{
"epoch": 10,
"train_loss": 1.5245255496766832,
"val_mAP": 0.6400721302507016
},
{
"epoch": 11,
"train_loss": 1.4747335248523288,
"val_mAP": 0.6205664142113723
},
{
"epoch": 12,
"train_loss": 1.557946417066786,
"val_mAP": 0.6108355269069555
},
{
"epoch": 13,
"train_loss": 1.7139237589306302,
"val_mAP": 0.5967111720470301
},
{
"epoch": 14,
"train_loss": 1.635538101196289,
"val_mAP": 0.6117740394526108
},
{
"epoch": 15,
"train_loss": 1.5400039884779189,
"val_mAP": 0.6137922262922263
},
{
"epoch": 16,
"train_loss": 1.4935225513246324,
"val_mAP": 0.6153773805559519
},
{
"epoch": 17,
"train_loss": 1.53462819258372,
"val_mAP": 0.6185309399595113
},
{
"epoch": 18,
"train_loss": 1.5302160845862494,
"val_mAP": 0.6216742252456537
},
{
"epoch": 19,
"train_loss": 1.5062481694751315,
"val_mAP": 0.621890675462104
}
]
}
]
},
"attention+aux": {
"mAP_mean": 0.7673772552678803,
"mAP_std": 0.06631570108132612,
"seeds": [
{
"test_mAP": 0.8336929563492064,
"best_val_mAP": 0.8594179923431361,
"best_epoch": 4,
"history": [
{
"epoch": 0,
"train_loss": 4.857578012678358,
"val_mAP": 0.686823543519972
},
{
"epoch": 1,
"train_loss": 4.392908626132542,
"val_mAP": 0.8233040438397581
},
{
"epoch": 2,
"train_loss": 4.4411094188690186,
"val_mAP": 0.6972558837054637
},
{
"epoch": 3,
"train_loss": 4.453530020183987,
"val_mAP": 0.8220959595959597
},
{
"epoch": 4,
"train_loss": 4.166055546866523,
"val_mAP": 0.8594179923431361
},
{
"epoch": 5,
"train_loss": 4.1728931003146705,
"val_mAP": 0.8406245027250666
},
{
"epoch": 6,
"train_loss": 4.202797889709473,
"val_mAP": 0.8501077626077626
},
{
"epoch": 7,
"train_loss": 4.166875627305773,
"val_mAP": 0.8164789905861337
},
{
"epoch": 8,
"train_loss": 4.130043480131361,
"val_mAP": 0.808520117448689
},
{
"epoch": 9,
"train_loss": 4.052599085701837,
"val_mAP": 0.8588518900383121
},
{
"epoch": 10,
"train_loss": 4.107115374671088,
"val_mAP": 0.8082869511440941
},
{
"epoch": 11,
"train_loss": 4.024740669462416,
"val_mAP": 0.8353280628490714
},
{
"epoch": 12,
"train_loss": 3.9954750537872314,
"val_mAP": 0.8290584085226943
},
{
"epoch": 13,
"train_loss": 3.8466880321502686,
"val_mAP": 0.8361205593348452
},
{
"epoch": 14,
"train_loss": 3.937064780129327,
"val_mAP": 0.8272842897842898
},
{
"epoch": 15,
"train_loss": 3.917813539505005,
"val_mAP": 0.836606069195355
},
{
"epoch": 16,
"train_loss": 3.84734574953715,
"val_mAP": 0.8349882425775282
},
{
"epoch": 17,
"train_loss": 3.745848046408759,
"val_mAP": 0.838957469157049
},
{
"epoch": 18,
"train_loss": 3.878236240810818,
"val_mAP": 0.839691095941096
},
{
"epoch": 19,
"train_loss": 3.7792543835110135,
"val_mAP": 0.839691095941096
}
]
},
{
"test_mAP": 0.7010615541865541,
"best_val_mAP": 0.6054337014628367,
"best_epoch": 3,
"history": [
{
"epoch": 0,
"train_loss": 5.27843517727322,
"val_mAP": 0.5582187420422714
},
{
"epoch": 1,
"train_loss": 4.667251057094997,
"val_mAP": 0.6050267156304308
},
{
"epoch": 2,
"train_loss": 4.521227677663167,
"val_mAP": 0.5943603995599794
},
{
"epoch": 3,
"train_loss": 4.156083451377021,
"val_mAP": 0.6054337014628367
},
{
"epoch": 4,
"train_loss": 4.1332388454013405,
"val_mAP": 0.5819921198860273
},
{
"epoch": 5,
"train_loss": 4.240525987413195,
"val_mAP": 0.5994077351220207
},
{
"epoch": 6,
"train_loss": 4.275559160444471,
"val_mAP": 0.599426778491628
},
{
"epoch": 7,
"train_loss": 4.062600215276082,
"val_mAP": 0.5831817818424961
},
{
"epoch": 8,
"train_loss": 4.175427383846706,
"val_mAP": 0.5711499974892832
},
{
"epoch": 9,
"train_loss": 4.0287706057230634,
"val_mAP": 0.5793707119599976
},
{
"epoch": 10,
"train_loss": 3.8691412607828775,
"val_mAP": 0.5850627216698644
},
{
"epoch": 11,
"train_loss": 3.7934574021233454,
"val_mAP": 0.5810601105243961
},
{
"epoch": 12,
"train_loss": 3.816235383351644,
"val_mAP": 0.5715026210561923
},
{
"epoch": 13,
"train_loss": 3.9130511813693576,
"val_mAP": 0.5705848879956023
},
{
"epoch": 14,
"train_loss": 3.79964362250434,
"val_mAP": 0.5763485192056619
},
{
"epoch": 15,
"train_loss": 3.6898074679904513,
"val_mAP": 0.5766523654916511
},
{
"epoch": 16,
"train_loss": 3.621749904420641,
"val_mAP": 0.5743255256648112
},
{
"epoch": 17,
"train_loss": 3.6790485646989612,
"val_mAP": 0.5743255256648112
},
{
"epoch": 18,
"train_loss": 3.647898515065511,
"val_mAP": 0.5743255256648112
},
{
"epoch": 19,
"train_loss": 3.645379808213976,
"val_mAP": 0.5745059008451864
}
]
}
]
}
},
"1e-02": {
"mean-only": {
"mAP_mean": 0.6843283163595664,
"mAP_std": 0.05350143201705704,
"seeds": [
{
"test_mAP": 0.7378297483766234,
"best_val_mAP": 0.7403486394557822,
"best_epoch": 1,
"history": [
{
"epoch": 0,
"train_loss": 2.538156509399414,
"val_mAP": 0.7103255190965274
},
{
"epoch": 1,
"train_loss": 2.6730492644839816,
"val_mAP": 0.7403486394557822
},
{
"epoch": 2,
"train_loss": 2.6732996304829917,
"val_mAP": 0.7347222222222222
},
{
"epoch": 3,
"train_loss": 2.6732229391733804,
"val_mAP": 0.7225623582766438
},
{
"epoch": 4,
"train_loss": 2.673193428251478,
"val_mAP": 0.7240362811791383
},
{
"epoch": 5,
"train_loss": 2.6732447147369385,
"val_mAP": 0.7221788132502419
},
{
"epoch": 6,
"train_loss": 2.6731265915764704,
"val_mAP": 0.7050675827931467
},
{
"epoch": 7,
"train_loss": 2.6731658246782093,
"val_mAP": 0.72105397735097
},
{
"epoch": 8,
"train_loss": 2.673087967766656,
"val_mAP": 0.7179324130686913
},
{
"epoch": 9,
"train_loss": 2.6729708512624106,
"val_mAP": 0.709660990464562
},
{
"epoch": 10,
"train_loss": 2.6728137599097357,
"val_mAP": 0.7061166939580804
},
{
"epoch": 11,
"train_loss": 2.6727626853519015,
"val_mAP": 0.7017525065581788
},
{
"epoch": 12,
"train_loss": 2.672835005654229,
"val_mAP": 0.7087750377928951
},
{
"epoch": 13,
"train_loss": 2.6725228097703724,
"val_mAP": 0.6906782536246822
},
{
"epoch": 14,
"train_loss": 2.6724976433648004,
"val_mAP": 0.6827082474403904
},
{
"epoch": 15,
"train_loss": 2.6722765233781605,
"val_mAP": 0.6847833757373233
},
{
"epoch": 16,
"train_loss": 2.672632508807712,
"val_mAP": 0.6812032084925598
},
{
"epoch": 17,
"train_loss": 2.6723636786142984,
"val_mAP": 0.6846045690367774
},
{
"epoch": 18,
"train_loss": 2.6726662317911782,
"val_mAP": 0.6786521880843964
},
{
"epoch": 19,
"train_loss": 2.6722475157843695,
"val_mAP": 0.6783816253138336
}
]
},
{
"test_mAP": 0.6308268843425093,
"best_val_mAP": 0.5626048702411485,
"best_epoch": 17,
"history": [
{
"epoch": 0,
"train_loss": 2.5656732188330755,
"val_mAP": 0.3283162596818059
},
{
"epoch": 1,
"train_loss": 2.247420893775092,
"val_mAP": 0.3175325306610281
},
{
"epoch": 2,
"train_loss": 2.1949346595340304,
"val_mAP": 0.3101308195654195
},
{
"epoch": 3,
"train_loss": 2.0596443017323813,
"val_mAP": 0.29700043992364866
},
{
"epoch": 4,
"train_loss": 1.974668264389038,
"val_mAP": 0.271016426404529
},
{
"epoch": 5,
"train_loss": 1.9244250456492107,
"val_mAP": 0.30549681693090486
},
{
"epoch": 6,
"train_loss": 2.1520747211244373,
"val_mAP": 0.30050342250751366
},
{
"epoch": 7,
"train_loss": 1.8639621602164373,
"val_mAP": 0.38351923618177486
},
{
"epoch": 8,
"train_loss": 2.0234496196111045,
"val_mAP": 0.4286249744755383
},
{
"epoch": 9,
"train_loss": 1.7674816052118938,
"val_mAP": 0.4837225918052986
},
{
"epoch": 10,
"train_loss": 1.5817042191823323,
"val_mAP": 0.5149438226356384
},
{
"epoch": 11,
"train_loss": 1.5701108508639865,
"val_mAP": 0.5311676583998013
},
{
"epoch": 12,
"train_loss": 1.6344511376486883,
"val_mAP": 0.5388068076881102
},
{
"epoch": 13,
"train_loss": 1.6426537434260051,
"val_mAP": 0.5045959166494881
},
{
"epoch": 14,
"train_loss": 1.715485347641839,
"val_mAP": 0.5139411494978722
},
{
"epoch": 15,
"train_loss": 1.5922025044759114,
"val_mAP": 0.55386143287929
},
{
"epoch": 16,
"train_loss": 1.5275460216734145,
"val_mAP": 0.5617150541257684
},
{
"epoch": 17,
"train_loss": 1.585699439048767,
"val_mAP": 0.5626048702411485
},
{
"epoch": 18,
"train_loss": 1.5772174066967435,
"val_mAP": 0.5609175711854283
},
{
"epoch": 19,
"train_loss": 1.5366004837883844,
"val_mAP": 0.5612482590161162
}
]
}
]
},
"attention+aux": {
"mAP_mean": 0.650919781617943,
"mAP_std": 0.011829414311400055,
"seeds": [
{
"test_mAP": 0.662749195929343,
"best_val_mAP": 0.6301240222196105,
"best_epoch": 18,
"history": [
{
"epoch": 0,
"train_loss": 5.318743334876166,
"val_mAP": 0.343888247801063
},
{
"epoch": 1,
"train_loss": 4.288858864042494,
"val_mAP": 0.4436204791570107
},
{
"epoch": 2,
"train_loss": 3.8718589146931968,
"val_mAP": 0.4228301305084255
},
{
"epoch": 3,
"train_loss": 3.8630962106916638,
"val_mAP": 0.40140359323075947
},
{
"epoch": 4,
"train_loss": 3.936662409040663,
"val_mAP": 0.48870575251324916
},
{
"epoch": 5,
"train_loss": 3.9912754164801703,
"val_mAP": 0.49557039813839904
},
{
"epoch": 6,
"train_loss": 3.8320155673556857,
"val_mAP": 0.4852697782255932
},
{
"epoch": 7,
"train_loss": 3.6306628121270075,
"val_mAP": 0.5324976374406816
},
{
"epoch": 8,
"train_loss": 3.457903994454278,
"val_mAP": 0.5880632604634705
},
{
"epoch": 9,
"train_loss": 3.257031652662489,
"val_mAP": 0.594922549897383
},
{
"epoch": 10,
"train_loss": 3.4119645489586725,
"val_mAP": 0.5905236912761118
},
{
"epoch": 11,
"train_loss": 3.2726596461402044,
"val_mAP": 0.6052347434700376
},
{
"epoch": 12,
"train_loss": 3.294501781463623,
"val_mAP": 0.5967217597994908
},
{
"epoch": 13,
"train_loss": 3.140388117896186,
"val_mAP": 0.6126193542685139
},
{
"epoch": 14,
"train_loss": 3.1797944439782038,
"val_mAP": 0.6200887328513379
},
{
"epoch": 15,
"train_loss": 3.1419804096221924,
"val_mAP": 0.6173498021974914
},
{
"epoch": 16,
"train_loss": 3.1583750512864857,
"val_mAP": 0.6258843776438315
},
{
"epoch": 17,
"train_loss": 3.0268729527791343,
"val_mAP": 0.6290325708862862
},
{
"epoch": 18,
"train_loss": 3.1836001343197293,
"val_mAP": 0.6301240222196105
},
{
"epoch": 19,
"train_loss": 3.006432056427002,
"val_mAP": 0.6301046284972093
}
]
},
{
"test_mAP": 0.6390903673065429,
"best_val_mAP": 0.739178331589046,
"best_epoch": 0,
"history": [
{
"epoch": 0,
"train_loss": 5.463421291775173,
"val_mAP": 0.739178331589046
},
{
"epoch": 1,
"train_loss": 4.841597663031684,
"val_mAP": 0.6491018149990949
},
{
"epoch": 2,
"train_loss": 4.282230880525377,
"val_mAP": 0.6034293670848293
},
{
"epoch": 3,
"train_loss": 3.847017659081353,
"val_mAP": 0.48020707603165586
},
{
"epoch": 4,
"train_loss": 3.7072865962982178,
"val_mAP": 0.4806532898707268
},
{
"epoch": 5,
"train_loss": 3.7084962791866727,
"val_mAP": 0.46827211751056286
},
{
"epoch": 6,
"train_loss": 3.5825966464148626,
"val_mAP": 0.490422189660635
},
{
"epoch": 7,
"train_loss": 3.302659034729004,
"val_mAP": 0.5111276561906813
},
{
"epoch": 8,
"train_loss": 3.444592581854926,
"val_mAP": 0.521892517690837
},
{
"epoch": 9,
"train_loss": 3.3967956172095404,
"val_mAP": 0.5423365313491364
},
{
"epoch": 10,
"train_loss": 3.2420732180277505,
"val_mAP": 0.5756021532544642
},
{
"epoch": 11,
"train_loss": 3.2793825732337103,
"val_mAP": 0.5908934465394549
},
{
"epoch": 12,
"train_loss": 3.132203976313273,
"val_mAP": 0.5887229347940867
},
{
"epoch": 13,
"train_loss": 3.1465418338775635,
"val_mAP": 0.6084289698785497
},
{
"epoch": 14,
"train_loss": 3.157440609402127,
"val_mAP": 0.5714686566259431
},
{
"epoch": 15,
"train_loss": 2.9290131198035345,
"val_mAP": 0.5975722670575612
},
{
"epoch": 16,
"train_loss": 2.840612941318088,
"val_mAP": 0.600877856970294
},
{
"epoch": 17,
"train_loss": 2.8096704483032227,
"val_mAP": 0.5972979527863982
},
{
"epoch": 18,
"train_loss": 2.8039022816552057,
"val_mAP": 0.5931562961237331
},
{
"epoch": 19,
"train_loss": 2.8549054993523493,
"val_mAP": 0.594123349611795
}
]
}
]
}
}
}