Download all_metrics_by_split.csv from lucasoc/MFFI-Models: direct link, hf CLI and curl.
- Browser
- Download file 43.4 kB
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https://huggingface.co/lucasoc/MFFI-Models/resolve/main/all_metrics_by_split.csv
- Command line
-
hf download hf://lucasoc/MFFI-Models/all_metrics_by_split.csv
-
curl -L -o all_metrics_by_split.csv https://huggingface.co/lucasoc/MFFI-Models/resolve/main/all_metrics_by_split.csv
43.4 kB
| model_family,fourier_mode,regime,seed,split,threshold,loss,acc,precision,recall,f1,auc,specificity,tp,fp,fn,tn | |
| clip,none,finetune,7,test_d,0.3191744387149811,1.5776119838287577,0.685446860899053,0.7272937793687705,0.72237289759931,0.724824986537426,0.7558876327204025,0.6357954691889385,75376,28263,28969,49339 | |
| clip,none,finetune,42,test_d,0.8907226920127869,1.7061956701430057,0.6840783305028387,0.7285335309952015,0.7158752216205856,0.722148909738637,0.7370480631928891,0.6413236772248138,74698,27834,29647,49768 | |
| clip,none,finetune,123,test_d,0.9531008005142212,2.0627431132153564,0.676741028980967,0.7360116116323674,0.6803584263740476,0.7070916334661355,0.7437955708860219,0.6718770134790341,70992,25463,33353,52139 | |
| clip,none,finetune,2024,test_d,0.8760258555412292,1.714583447322936,0.6772356785217674,0.7359644131795375,0.6817959653073937,0.7078453808268246,0.744733861030807,0.6711038375299606,71142,25523,33203,52079 | |
| clip,none,finetune,2025,test_d,0.8970206379890442,1.497651127874219,0.6837210836122607,0.7001959224181447,0.7843308256265273,0.7398792196286185,0.7628737024342622,0.5484394732094534,81841,35042,22504,42560 | |
| clip,magnitude,finetune,7,test_d,0.075108528137207,1.5670680228857938,0.536650782920301,0.5918777164444607,0.6186113373903877,0.6049493212372834,0.5257400197025935,0.4264451947114765,64549,44509,39796,33093 | |
| clip,magnitude,finetune,42,test_d,0.2056549340486526,1.4871423442913871,0.5490719825003985,0.5932211892181125,0.6799942498442666,0.6336508106611655,0.5304586234663002,0.3730316228963171,70954,48654,33391,28948 | |
| clip,magnitude,finetune,123,test_d,0.0332111716270446,1.624748205723496,0.5463129372839344,0.5905413039144015,0.6812688676985001,0.6326689539473391,0.5360533109627084,0.3648488441019561,71087,49289,33258,28313 | |
| clip,magnitude,finetune,2024,test_d,0.100172221660614,1.5714599079453435,0.5448894458276311,0.5909839735737157,0.6704010733624035,0.6281924638097632,0.5310511848986564,0.376124326692611,69953,48414,34392,29188 | |
| clip,magnitude,finetune,2025,test_d,0.1905733346939087,1.6237091527327323,0.5432186296009277,0.5909087017201373,0.6614020796396569,0.6241713319284791,0.5267216977666886,0.384307105486972,69014,47779,35331,29823 | |
| clip,phase,finetune,7,test_d,0.1111446917057037,1.5461298064408988,0.539876997147521,0.5796833834243729,0.719047390866836,0.6418879611251797,0.5026145174977564,0.2989613669750779,75029,54402,29316,23200 | |
| clip,phase,finetune,42,test_d,0.4497475624084472,1.6493704369946176,0.5255981137364177,0.5749989600232954,0.6623412717427763,0.6155874231762715,0.4997556127622302,0.3417308832246591,69112,51083,35233,26519 | |
| clip,phase,finetune,123,test_d,0.0550560690462589,1.822951550115551,0.5460601164075253,0.5767417902654493,0.783334131966074,0.664347515107674,0.4975627146288957,0.2270173449137908,81737,59985,22608,17617 | |
| clip,phase,finetune,2024,test_d,0.2590282559394836,1.3735570656846536,0.5341225741562103,0.5746462120287911,0.7222770616704203,0.640059109033236,0.4997207211706381,0.2811267750831164,75366,55786,28979,21816 | |
| clip,phase,finetune,2025,test_d,0.1682410985231399,1.2712085065689047,0.5334630414351432,0.5753084317580224,0.7123580430303321,0.6365399684003649,0.4971178239737669,0.2929177083064869,74331,54871,30014,22731 | |
| clip,complex,finetune,7,test_d,0.2108475416898727,0.9793733322951644,0.5734856853918998,0.573491260855227,0.999961665628444,0.7289309604065879,0.5198250314695282,3.865879745367388e-05,104341,77599,4,3 | |
| clip,complex,finetune,42,test_d,0.0800333097577095,0.9812637479884752,0.5734966776039176,0.5734951413621774,0.9999904164071112,0.7289417337026571,0.5616519126507808,2.5772531635782584e-05,104344,77600,1,2 | |
| clip,complex,finetune,123,test_d,0.0,0.6931474804249272,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0 | |
| clip,complex,finetune,2024,test_d,0.0,0.6931474804249272,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0 | |
| clip,complex,finetune,2025,test_d,0.0,1.0838039206066392,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5171351498480677,0.0,104345,77602,0,0 | |
| clip,concat,finetune,7,test_d,0.845432698726654,2.2863189415364795,0.6757902026414285,0.702851622598304,0.7530403948440271,0.7270809332796646,0.7156775899960806,0.5719182495296513,78576,33220,25769,44382 | |
| clip,concat,finetune,42,test_d,0.4174495637416839,1.6770528002792455,0.6763782859843801,0.7229649537522927,0.7063778810676122,0.7145751735370536,0.7280558677796337,0.6360403082394783,73707,28244,30638,49358 | |
| clip,concat,finetune,123,test_d,0.9508236050605774,2.33106799747086,0.6866340197969738,0.7208807414805343,0.7401696295941348,0.7303978589194352,0.735960787339492,0.6146491069817788,77233,29904,27112,47698 | |
| clip,concat,finetune,2024,test_d,0.9837381839752196,1.8687792126504712,0.6823855298520998,0.7410279773861542,0.6858689922852077,0.712382355429692,0.7382572208050651,0.677701605628721,71567,25011,32778,52591 | |
| clip,concat,finetune,2025,test_d,0.999024510383606,3.1061056567316023,0.6678977944126586,0.7017492282816404,0.7320331592313959,0.7165713696040676,0.7118027067836921,0.5816602664879771,76384,32464,27961,45138 | |
| clip,frequency_3,finetune,7,test_d,0.1913843303918838,1.3581569916632577,0.5287693669035488,0.5971328934179753,0.5480952609133164,0.5715642036567876,0.5274466366357786,0.5027834334166645,57191,38585,47154,39017 | |
| clip,frequency_3,finetune,42,test_d,0.1338675022125244,1.2744795850075512,0.5414049146179931,0.5954522624537693,0.6248981743255546,0.6098199672667758,0.5416101427608685,0.4291384242674158,65205,44300,39140,33302 | |
| clip,frequency_3,finetune,123,test_d,0.0710092186927795,1.4936865653909517,0.5311381885933816,0.5909286307925985,0.5928314725190474,0.5918785222890932,0.5317662607635161,0.4481843251462591,61859,42822,42486,34780 | |
| clip,frequency_3,finetune,2024,test_d,0.2363234162330627,1.176576892045699,0.5238283676015543,0.6035557634949412,0.4945229766639513,0.5436262115465655,0.5380785640819364,0.5632329063683925,51601,33894,52744,43708 | |
| clip,frequency_3,finetune,2025,test_d,0.303217351436615,1.4886064289994028,0.5294563801546605,0.588292968050305,0.5980353634577603,0.5931241623815453,0.5251597896035193,0.4372438854668694,62402,43671,41943,33931 | |
| clip,concat_frequency,finetune,7,test_d,0.3718206584453583,1.8683443404295168,0.6303923670079749,0.6641909955207762,0.7190665580526139,0.6905402855814938,0.6437754560481211,0.5111595061982939,75031,37935,29314,39667 | |
| clip,concat_frequency,finetune,42,test_d,0.5888891220092773,1.87513715161369,0.6234617773307611,0.6598363946154738,0.7088696152187455,0.6834747093936537,0.6448930210788941,0.5086209118321693,73967,38132,30378,39470 | |
| clip,concat_frequency,finetune,123,test_d,0.3087109923362732,1.59275259442216,0.6221537041006447,0.6588116673953583,0.707604580957401,0.6823369590329824,0.651034276060448,0.5072549676554728,73835,38238,30510,39364 | |
| clip,concat_frequency,finetune,2024,test_d,0.1251722872257232,1.7190977915691692,0.6270727189786036,0.6656348154469035,0.7027169485840241,0.6836734218169442,0.657367970123188,0.5253601711296101,73325,36833,31020,40769 | |
| clip,concat_frequency,finetune,2025,test_d,0.4173901677131653,2.052563807917572,0.6296064238487032,0.6673975084937712,0.7059657865733864,0.6861400894187779,0.6551986767834674,0.5269322955593928,73664,36711,30681,40891 | |
| dino,none,finetune,7,test_d,0.0098217939957976,1.6242747852264934,0.6774170500200608,0.7162495026242492,0.7245483731851071,0.7203750375180444,0.7220221024954677,0.6140434524883379,75603,29951,28742,47651 | |
| dino,none,finetune,42,test_d,0.0062170778401196,2.029678988741856,0.6648859283197854,0.7268932181045847,0.665820115961474,0.6950175817689811,0.7037465012034652,0.6636298033555836,69475,26103,34870,51499 | |
| dino,none,finetune,123,test_d,0.009859855286777,1.840298106384831,0.6590270793143058,0.7586194248826291,0.5946523551679525,0.6667024825800352,0.728556944566725,0.7455864539573722,62049,19743,42296,57859 | |
| dino,none,finetune,2024,test_d,0.0072187525220215,1.7801155238987232,0.6793132065931288,0.7216445168316259,0.7176194355263789,0.7196263478578431,0.7171842975311564,0.6278059843818459,74880,28883,29465,48719 | |
| dino,none,finetune,2025,test_d,0.0281942170113325,1.697747730025304,0.659428295052955,0.7251495542592415,0.6540418803009248,0.6877626500317447,0.7021971412338278,0.666670962088606,68246,25867,36099,51735 | |
| dino,magnitude,finetune,7,test_d,0.0551577694714069,1.512961920983683,0.5468075868247346,0.5909922343981243,0.6812113661411663,0.632902826564093,0.5413382079730279,0.3660859256204737,71081,49193,33264,28409 | |
| dino,magnitude,finetune,42,test_d,0.032558973878622,1.5560488643735972,0.5508252403172352,0.5853605150538527,0.7432555465043845,0.6549257714198855,0.5357322324436743,0.292080101028324,77555,54936,26790,22666 | |
| dino,magnitude,finetune,123,test_d,0.0561327748000621,1.4284369987771413,0.5449553990997378,0.5856387840254321,0.7061957928027217,0.6402919581179128,0.5381973980032795,0.3281487590526017,73688,52137,30657,25465 | |
| dino,magnitude,finetune,2024,test_d,0.0846439599990844,1.1919985904246622,0.5422018499892826,0.5806204519341248,0.726436340984235,0.6453947508461227,0.5366372751705218,0.2944769464704518,75800,54750,28545,22852 | |
| dino,magnitude,finetune,2025,test_d,0.0461627282202243,1.4233389480240617,0.5452302044001824,0.5816259437562823,0.737543725142556,0.6503705706873093,0.5304532923596557,0.2866420968531739,76959,55358,27386,22244 | |
| dino,phase,finetune,7,test_d,0.0203907918184995,1.535329659115962,0.5646094741875382,0.5837672771884439,0.8390818918012363,0.68851788649214,0.5393411361273173,0.1955490837865003,87554,62427,16791,15175 | |
| dino,phase,finetune,42,test_d,0.0583458393812179,1.3069055729922048,0.5596190099314635,0.5898617511520737,0.7617806315587714,0.6648877884752115,0.5405219598857713,0.2877889745109662,79488,55269,24857,22333 | |
| dino,phase,finetune,123,test_d,0.0290631875395774,1.341464123044935,0.5594980955992679,0.5796304950208315,0.8439791077675021,0.6872614894762719,0.5182910362832405,0.176979974742919,88065,63868,16280,13734 | |
| dino,phase,finetune,2024,test_d,0.0386471971869468,1.3286630180030483,0.5570688167433373,0.5821955253524148,0.8062580861565001,0.676147688548833,0.5315532483628357,0.2220045875106311,84129,60374,20216,17228 | |
| dino,phase,finetune,2025,test_d,0.0214097741991281,1.759384254722833,0.5669947841953975,0.5831549497381177,0.8589582634529686,0.694682994884514,0.5365313280089836,0.1744156078451586,89628,64067,14717,13535 | |
| dino,complex,finetune,7,test_d,0.0,1.0511853528660111,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.4884405435432232,0.0,104345,77602,0,0 | |
| dino,complex,finetune,42,test_d,0.0,1.0702967154614909,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0 | |
| dino,complex,finetune,123,test_d,0.1929191946983337,1.0351018820520106,0.5729305786850016,0.5734620157176341,0.9965307393741912,0.727993839045052,0.4999405842434215,0.0033504291126517,103983,77342,362,260 | |
| dino,complex,finetune,2024,test_d,0.0,1.049897092687719,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0 | |
| dino,complex,finetune,2025,test_d,0.0,1.0607130984122846,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5,0.0,104345,77602,0,0 | |
| dino,concat,finetune,7,test_d,0.0094673801213502,1.9181606659703048,0.6383342401908249,0.6889579635821657,0.6733624035650966,0.6810709162110814,0.6862058024963626,0.5912347619906704,70262,31721,34083,45881 | |
| dino,concat,finetune,42,test_d,0.0131973624229431,1.943902563428191,0.6244675647303886,0.6891026314131508,0.6289328669318127,0.6576443413385176,0.6716484077025654,0.6184634416638747,65626,29608,38719,47994 | |
| dino,concat,finetune,123,test_d,0.032558973878622,1.7714441804620862,0.6374163904873397,0.7067030078427993,0.6286741099238105,0.6654088624479507,0.6901456139269154,0.6491714131079096,65599,27225,38746,50377 | |
| dino,concat,finetune,2024,test_d,0.0179345365613698,1.8457831656465304,0.6389498040638207,0.7001729691659158,0.6478604628875365,0.6730016824793175,0.6739142347276746,0.6269683771036829,67601,28948,36744,48654 | |
| dino,concat,finetune,2025,test_d,0.8625254034996033,1.585227702873046,0.6526955651920614,0.7051177256324886,0.6779050265944703,0.691243654202274,0.6948828612502841,0.6187984845751399,70736,29582,33609,48020 | |
| dino,frequency_3,finetune,7,test_d,0.5,1.673831581293677,0.5296432477589628,0.5870402152233406,0.6064497580142796,0.5965871594230225,0.535128620339079,0.4263678771165691,63280,44515,41065,33087 | |
| dino,frequency_3,finetune,42,test_d,0.087330050766468,1.3441562679423609,0.5429768009365364,0.5920987439697509,0.6528151804111362,0.6209763434978804,0.534888111145482,0.3952862039638153,68118,46927,36227,30675 | |
| dino,frequency_3,finetune,123,test_d,0.0354441031813621,1.4495608980622965,0.5491104552424607,0.5887883202381805,0.7088312808471896,0.6432572054756397,0.5472249751048817,0.3343470529110074,73963,51656,30382,25946 | |
| dino,frequency_3,finetune,2024,test_d,0.0533046834170818,1.3739713241296716,0.5456424123508494,0.5854597066708721,0.7115626048205472,0.6423809832803409,0.5302364708259752,0.322543233421819,74248,52572,30097,25030 | |
| dino,frequency_3,finetune,2025,test_d,0.0344885289669036,1.3774339415492032,0.54156979779826,0.5807347303957486,0.7215870429824142,0.6435439619142044,0.537977170429911,0.2995154764052473,75294,54359,29051,23243 | |
| dino,concat_frequency,finetune,7,test_d,0.5,1.4594356412247529,0.6759550858216953,0.6889131231061236,0.7930902295270497,0.7373401226895473,0.6821083486689818,0.5184531326512203,82755,37369,21590,40233 | |
| dino,concat_frequency,finetune,42,test_d,0.5,1.574263466107212,0.6668425420589512,0.6713050018804062,0.8211222387272988,0.7386939222422912,0.676880988597808,0.4593953764078245,85680,41952,18665,35650 | |
| dino,concat_frequency,finetune,123,test_d,0.5,1.8562313493662568,0.6508543696790824,0.6861620132624301,0.7209353586659639,0.7031190122349027,0.6796681019081493,0.5566222520038143,75226,34407,29119,43195 | |
| dino,concat_frequency,finetune,2024,test_d,0.5,1.3363433507111575,0.6492220261944412,0.6704725204455962,0.7636877665436772,0.7140508160951984,0.6724971031959719,0.4953093992422875,79687,39165,24658,38437 | |
| dino,concat_frequency,finetune,2025,test_d,0.5,1.4607871851333158,0.6715801854386168,0.6725939803059392,0.8326513009727347,0.7441129491566069,0.6988680589006616,0.45500115976392363,86883,42293,17462,35309 | |
| mobilenet,none,finetune,7,test_d,0.2809614837169647,2.0955292127405385,0.6191033652657092,0.7274036963970512,0.5371124634625521,0.6179400528135044,0.6730401366988218,0.7293497590268292,56045,21003,48300,56599 | |
| mobilenet,none,finetune,42,test_d,0.2525683641433716,2.150246551065767,0.6193067211880383,0.7214108082861002,0.5476831664190905,0.6226561052941241,0.6717405392854265,0.7156129996649571,57148,22069,47197,55533 | |
| mobilenet,none,finetune,123,test_d,0.2594971060752868,2.022337713691914,0.6167180552578498,0.7369567003532989,0.5157602185059179,0.6068297523270433,0.6760288377277714,0.7524677199041262,53817,19209,50528,58393 | |
| mobilenet,none,finetune,2024,test_d,0.3110081851482391,2.165884219778284,0.6140909165855991,0.7259426967482259,0.5254588145095597,0.609641246879743,0.6641345718302891,0.7332671838354682,54829,20699,49516,56903 | |
| mobilenet,none,finetune,2025,test_d,0.3072021007537842,2.289856326892432,0.6188505443893002,0.7183865009235685,0.5516316066893479,0.624061495427416,0.6650785773417799,0.7092342980851009,57560,22564,46785,55038 | |
| mobilenet,magnitude,finetune,7,test_d,0.9607680439949036,2.887677022710972,0.5228720451560069,0.6104997794163988,0.4641717379845704,0.5273736933797909,0.5381942326587092,0.6018014999613412,48434,30901,55911,46701 | |
| mobilenet,magnitude,finetune,42,test_d,0.95059472322464,2.4357133216886004,0.5247901861531106,0.6208896700919416,0.4400881690545785,0.5150837048876924,0.546006841133216,0.6386819927321461,45921,28039,58424,49563 | |
| mobilenet,magnitude,finetune,123,test_d,0.75743567943573,1.7940571326795196,0.5329189269402628,0.612343186064594,0.5056782787867171,0.5539225463745446,0.5423899946959269,0.5695471766191593,52765,33404,51580,44198 | |
| mobilenet,magnitude,finetune,2024,test_d,0.986929178237915,3.609777543113301,0.5220696136787086,0.6185903119756639,0.4345871867363074,0.5105149393195686,0.5414115319308275,0.6397000077317595,45347,27960,58998,49642 | |
| mobilenet,magnitude,finetune,2025,test_d,0.9333093762397766,2.772475497763718,0.5296267594409361,0.6086065573770492,0.5037998945804782,0.5512659853922746,0.542097654914629,0.5643540114945491,52569,33807,51776,43795 | |
| mobilenet,phase,finetune,7,test_d,0.9770883321762084,2.0340915938267354,0.5049272590369723,0.5931623485165065,0.4353059562029805,0.5021197097075519,0.5272432212273819,0.5985412747094148,45422,31154,58923,46448 | |
| mobilenet,phase,finetune,42,test_d,0.9286032319068908,1.5425330053174997,0.5063837271293289,0.595560289843637,0.434012171162969,0.5021121373055558,0.5253436783889186,0.6036957810365712,45287,30754,59058,46848 | |
| mobilenet,phase,finetune,123,test_d,0.914938986301422,1.332656582769608,0.4959466218184416,0.5926137696457894,0.3873784081652211,0.4685053287975289,0.5213786426904427,0.6419293317182547,40421,27787,63924,49815 | |
| mobilenet,phase,finetune,2024,test_d,0.9800149202346802,1.8447430058239296,0.497567973091065,0.5956329422903384,0.3858642004887632,0.4683323446278396,0.5246726850507013,0.6477668101337595,40263,27334,64082,50268 | |
| mobilenet,phase,finetune,2025,test_d,0.9678385257720948,1.8082028570264903,0.4957102892600592,0.5888479613870189,0.3998658296995543,0.4762959326948322,0.5185446219893609,0.624584417927373,41724,29133,62621,48469 | |
| mobilenet,complex,finetune,7,test_d,0.9376118779182434,2.5006109093261197,0.5272139689030322,0.612869445231554,0.4767454118549044,0.5363045376629257,0.53849983339489,0.595074869204402,49746,31423,54599,46179 | |
| mobilenet,complex,finetune,42,test_d,0.9741657972335817,3.0859609446054272,0.5221795357988865,0.607571469181426,0.4711102592361876,0.5307091884655663,0.5340126569373387,0.5908481740161337,49158,31751,55187,45851 | |
| mobilenet,complex,finetune,123,test_d,0.90320885181427,2.700945822361528,0.5224213644632778,0.608148138967043,0.470228568690402,0.5303687049387653,0.5304434030506228,0.5926007061673668,49066,31615,55279,45987 | |
| mobilenet,complex,finetune,2024,test_d,0.9348725080490112,2.1834036059522983,0.5175792950694433,0.6074578469520103,0.4488475729551008,0.5162445920251316,0.5339679071578886,0.60999716502152,46835,30265,57510,47337 | |
| mobilenet,complex,finetune,2025,test_d,0.9849128127098083,3.166522705487873,0.5178705886879146,0.6065754548835062,0.4533518616129187,0.5188886207577387,0.531811408017177,0.6046235921754594,47305,30682,57040,46920 | |
| mobilenet,concat,finetune,7,test_d,0.9088609218597412,3.3563052303420795,0.5888253172627194,0.6960475830113779,0.5024390243902439,0.5836051339708125,0.6307831512488763,0.7049818303651968,52427,22894,51918,54708 | |
| mobilenet,concat,finetune,42,test_d,0.9982522130012512,4.99766663296559,0.5885175353262214,0.6948995649356661,0.5036082227226988,0.5839880866385873,0.6283478584974371,0.7026880750496122,52549,23072,51796,54530 | |
| mobilenet,concat,finetune,123,test_d,0.9354645609855652,4.531632347548046,0.5996251655701935,0.6877607954409977,0.5528583065791365,0.612975034931969,0.6310695376235299,0.662508698229427,57688,26190,46657,51412 | |
| mobilenet,concat,finetune,2024,test_d,0.949669361114502,4.399158457624967,0.5967397099155248,0.6957417495607771,0.527528870573578,0.6000697692165134,0.6321006459312215,0.6898018092317209,55045,24072,49300,53530 | |
| mobilenet,concat,finetune,2025,test_d,0.9963924288749696,6.38597311629975,0.5965198656751691,0.689366391184573,0.5395946140207964,0.605354262982475,0.6258645401541569,0.67306254993428,56304,25371,48041,52231 | |
| mobilenet,frequency_3,finetune,7,test_d,0.9482983350753784,1.9732907117566212,0.5183322615926615,0.6373366214549938,0.371517561933969,0.4694072773506084,0.5483496783698829,0.715741862323136,38766,22059,65579,55543 | |
| mobilenet,frequency_3,finetune,42,test_d,0.9245515465736388,2.635749249287654,0.5161997724612112,0.6201675969426076,0.4035650965546983,0.4889518479384137,0.5365993565506922,0.6676503182907657,42110,25791,62235,51811 | |
| mobilenet,frequency_3,finetune,123,test_d,0.9909096360206604,2.9846330880699465,0.5173484586170698,0.6304993209740075,0.3826441132780679,0.4762540928365668,0.5441060217091016,0.6984742661271617,39927,23399,64418,54203 | |
| mobilenet,frequency_3,finetune,2024,test_d,0.7734730839729309,1.1553607101156138,0.5364144503619186,0.6332937835784085,0.4552589965978245,0.5297174334842436,0.5586151088445368,0.6455374861472643,47504,27507,56841,50095 | |
| mobilenet,frequency_3,finetune,2025,test_d,0.969613254070282,2.592207952217447,0.5257739891287023,0.6096666464266197,0.4811251138051655,0.5378220579570411,0.5380940584133509,0.5858096440813381,50203,32142,54142,45460 | |
| mobilenet,concat_frequency,finetune,7,test_d,0.9315248131752014,1.8656336343963509,0.562411031783981,0.6558116674438241,0.498711006756433,0.5665726697660239,0.6028904534560051,0.648063194247571,52038,27311,52307,50291 | |
| mobilenet,concat_frequency,finetune,42,test_d,0.866245687007904,1.556295579036608,0.5712487702462805,0.6521849681587555,0.5407925631319181,0.5912882201311901,0.607340785283,0.6122007164763795,56429,30094,47916,47508 | |
| mobilenet,concat_frequency,finetune,123,test_d,0.967625081539154,2.545478311823658,0.5671047063155754,0.6508224750899122,0.5289472423211462,0.5835897435897436,0.604315567569048,0.618411896600603,55193,29612,49152,47990 | |
| mobilenet,concat_frequency,finetune,2024,test_d,0.9038897156715392,2.1460785483217477,0.569127273326848,0.6461767257404882,0.5496573865542191,0.5940218742232165,0.602354785544855,0.595306821989124,57354,31405,46991,46197 | |
| mobilenet,concat_frequency,finetune,2025,test_d,0.9912548065185548,3.1976582502295674,0.5671596673756644,0.6468165180774041,0.5402462983372467,0.5887476631609729,0.5991033661034406,0.6033478518594881,56372,30781,47973,46821 | |
| resnet,none,finetune,7,test_d,0.2317880690097808,4.788403516329335,0.618965962615487,0.7082931820074473,0.5705783698308496,0.6320208914979671,0.6559425751785914,0.6840287621453055,59537,24520,44808,53082 | |
| resnet,none,finetune,42,test_d,0.1738485246896743,3.7422229135893823,0.627413477551155,0.7110556825792743,0.5901193157314677,0.6449673462761139,0.6739091842673386,0.6775598567047241,61576,25022,42769,52580 | |
| resnet,none,finetune,123,test_d,0.1027540192008018,4.076705280664605,0.625209539041589,0.712552178258569,0.5807561454789401,0.6399387507260151,0.6735816762000355,0.6849823458158295,60599,24446,43746,53156 | |
| resnet,none,finetune,2024,test_d,0.658197820186615,2.5032546495860872,0.5854836848093126,0.6925688720823403,0.4984810005270976,0.5797111140831884,0.6568543717561092,0.7024690085307079,52014,23089,52331,54513 | |
| resnet,none,finetune,2025,test_d,0.2838310003280639,3.393495824118546,0.6025655822849512,0.7209934460158676,0.5007810628204514,0.5910417373600272,0.66345169971254,0.7394268188964201,52254,20221,52091,57381 | |
| resnet,magnitude,finetune,7,test_d,0.5413482785224915,2.768036482873367,0.5428448943923231,0.5950565390384321,0.6349417796731995,0.6143524786261383,0.5429552865693412,0.4190098193345532,66253,45086,38092,32516 | |
| resnet,magnitude,finetune,42,test_d,0.6060031056404114,3.764639049975482,0.5590089421644765,0.5997665987982321,0.6944750586995064,0.6436555978451549,0.5606516180728067,0.3768588438442308,72465,48357,31880,29245 | |
| resnet,magnitude,finetune,123,test_d,0.7881758809089661,3.767752296538618,0.5465272854182811,0.5992654077986781,0.6317025252767262,0.6150565928580093,0.5435558547266475,0.4319991752789877,65915,44078,38430,33524 | |
| resnet,magnitude,finetune,2024,test_d,0.7727022171020508,4.164139793041177,0.5421743694592381,0.5905667685157292,0.6575782260769563,0.6222736135673151,0.5284225285077958,0.3870003350429112,68615,47570,35730,30032 | |
| resnet,magnitude,finetune,2025,test_d,0.3415825068950653,3.6255990587151303,0.5438067129438793,0.585088908380512,0.7032057118213618,0.6387325629474876,0.528996413530361,0.3294760444318445,73376,52034,30969,25568 | |
| resnet,phase,finetune,7,test_d,0.932637631893158,3.884153148918725,0.5334190725870721,0.5844358787373685,0.6451674732857349,0.6133018726114069,0.5178488608271177,0.3831602278291796,67320,47868,37025,29734 | |
| resnet,phase,finetune,42,test_d,0.5076898336410522,1.5275778022610802,0.5328254931381117,0.5849419493088367,0.6383152043701183,0.6104641837487569,0.5195211190570812,0.3909821911806396,66605,47261,37740,30341 | |
| resnet,phase,finetune,123,test_d,0.6294614672660828,2.66075010392769,0.5445541833610886,0.5875923720657086,0.6904020317216925,0.6348618840522237,0.5226207636163392,0.3484446277157805,72040,50562,32305,27040 | |
| resnet,phase,finetune,2024,test_d,0.4683346450328827,1.804718872526352,0.5465053009942455,0.5899773336080775,0.6859839953998754,0.6343687685558559,0.5237640649324591,0.3589598206231798,71579,49746,32766,27856 | |
| resnet,phase,finetune,2025,test_d,0.7793218493461609,2.802604723618226,0.5443343391207329,0.5862446293226912,0.6982797450764292,0.6373763837799773,0.521756154458387,0.3373366665807582,72862,51424,31483,26178 | |
| resnet,complex,finetune,7,test_d,0.7796576023101807,3.4246873419300754,0.5328804541982006,0.6058521111354189,0.5308064593416072,0.5658519142849846,0.5384651575520774,0.5356691837839231,55387,36033,48958,41569 | |
| resnet,complex,finetune,42,test_d,0.0785009786486625,4.570279705191095,0.5553155589265005,0.5989695945945946,0.6796492405002635,0.6367640126602169,0.5508591033651896,0.3881343264348857,70918,47482,33427,30120 | |
| resnet,complex,finetune,123,test_d,0.0720468908548355,2.277020500258078,0.5510011157095198,0.6028347543424768,0.6362738990847668,0.6191031247960164,0.55248144131655,0.436341846859617,66392,43741,37953,33861 | |
| resnet,complex,finetune,2024,test_d,0.9434518814086914,5.898690390374054,0.539926462101601,0.6141472696698823,0.5320235756385069,0.570143321505415,0.5465687283871545,0.5505528208035876,55514,34878,48831,42724 | |
| resnet,complex,finetune,2025,test_d,0.7312985062599182,3.8360083660178312,0.5348920289974552,0.5937601034594245,0.5984091235804303,0.596075548788346,0.5296800926374625,0.4494858379938661,62441,42721,41904,34881 | |
| resnet,concat,finetune,7,test_d,0.9974139928817748,5.811570653820956,0.6136951969529588,0.6884405984419264,0.5962240644017442,0.6390225614108971,0.6567058896671437,0.6371871858972706,62213,28155,42132,49447 | |
| resnet,concat,finetune,42,test_d,0.9130970239639282,2.7801124876416825,0.587819529863092,0.699578403372773,0.4929800182088265,0.5783836964160225,0.6478589091752335,0.7153423880827814,51440,22090,52905,55512 | |
| resnet,concat,finetune,123,test_d,0.865735650062561,2.968219150760582,0.6079462700676571,0.6876236160683838,0.5797402846327088,0.6290902094956816,0.6704185299332889,0.6458725290585294,60493,27481,43852,50121 | |
| resnet,concat,finetune,2024,test_d,0.7614941596984863,2.9857452817656287,0.6338549137935773,0.7131894213381555,0.6047534620729311,0.6545105665759108,0.7039240088513117,0.6729852323393727,63103,25377,41242,52225 | |
| resnet,concat,finetune,2025,test_d,0.9936733245849608,2.626770330144199,0.5800590281785355,0.6935247014491147,0.4797546600220422,0.5671653628056897,0.6519345563213232,0.7149300275766088,50060,22122,54285,55480 | |
| resnet,frequency_3,finetune,7,test_d,0.3953676223754883,2.1606677063923256,0.5463349217079699,0.58943896555685,0.6885044803296756,0.6351319692167602,0.5400993274777105,0.3551712584727198,71842,50040,32503,27562 | |
| resnet,frequency_3,finetune,42,test_d,0.7133318185806274,3.225188280421372,0.542537112455825,0.5960525238186236,0.62774450141358,0.6114881580298547,0.5436179454222991,0.4279657740779877,65502,44391,38843,33211 | |
| resnet,frequency_3,finetune,123,test_d,0.6043696999549866,3.109199624208552,0.5446641054812665,0.5906874325053996,0.670976088935742,0.6282770905403525,0.5332708171708795,0.374822813845004,70013,48515,34332,29087 | |
| resnet,frequency_3,finetune,2024,test_d,0.9781146049499512,4.114924312754286,0.5283351745288463,0.5997480321743531,0.5337869567300781,0.5648483373391341,0.5345547722420347,0.5210046132831628,55698,37171,48647,40431 | |
| resnet,frequency_3,finetune,2025,test_d,0.3078780174255371,4.0553933250686045,0.5449004380396489,0.5878829913100241,0.6904787004648043,0.6350639048038783,0.5308863400493029,0.3491533723357645,72048,50507,32297,27095 | |
| resnet,concat_frequency,finetune,7,test_d,0.7143790125846863,1.8126333137431008,0.6325138639274074,0.6985696122059758,0.6318558627629498,0.6635400679330733,0.6895246868404306,0.6333986237468107,65931,28449,38414,49153 | |
| resnet,concat_frequency,finetune,42,test_d,0.9851289987564088,4.573458507986017,0.6422309793511297,0.6928898586621061,0.6756049643011165,0.6841382522915079,0.6820778804831023,0.5973557382541687,70496,31246,33849,46356 | |
| resnet,concat_frequency,finetune,123,test_d,0.7624240517616272,3.7091186731706354,0.653283648535013,0.7074438668288906,0.6742632612966601,0.6904551610433963,0.7014917751137622,0.6250740960284529,70356,29095,33989,48507 | |
| resnet,concat_frequency,finetune,2024,test_d,0.9352282881736756,3.106568710875216,0.6231100265461921,0.7003640844675965,0.5991470602328813,0.6458137492898094,0.6734979972887998,0.6553310481688617,62518,26747,41827,50855 | |
| resnet,concat_frequency,finetune,2025,test_d,0.7232117056846619,2.195970053282198,0.649694691311206,0.684467783551986,0.722008721069529,0.7027372407456638,0.6862321261938841,0.5524599881446355,75338,34730,29007,42872 | |
| vit,none,finetune,7,test_d,0.1208532303571701,1.33902547302231,0.6392081210462387,0.7046536224219989,0.6385068762278978,0.6699514819377058,0.6882140508574754,0.6401510270353857,66625,27925,37720,49677 | |
| vit,none,finetune,42,test_d,0.2518776655197143,1.4460021301218209,0.6325798171995142,0.7251405101599654,0.5786669222291437,0.6436760778837287,0.6912831402891594,0.705072034225922,60381,22887,43964,54715 | |
| vit,none,finetune,123,test_d,0.0682264193892479,1.3371455316136012,0.646572903098155,0.7144295445782101,0.6392448128803488,0.6747492526895589,0.70606180564792,0.6564263807633823,66702,26662,37643,50940 | |
| vit,none,finetune,2024,test_d,0.1924634426832199,1.318017456089574,0.622802244609694,0.7128046237263898,0.5732426086539844,0.6354509720599172,0.6835200863577034,0.6894409937888198,59815,24100,44530,53502 | |
| vit,none,finetune,2025,test_d,0.1257079392671585,1.2577461533633665,0.6240718450977483,0.7175117995885272,0.5681920552014951,0.6341810402460222,0.6932531186822587,0.6992087832787814,59288,23342,45057,54260 | |
| vit,magnitude,finetune,7,test_d,0.0622169747948646,1.457673239112529,0.5517266017026936,0.5878438297642641,0.7305668695193828,0.6514801900659761,0.5378169749235292,0.3112548645653462,76231,53448,28114,24154 | |
| vit,magnitude,finetune,42,test_d,0.0423245877027511,1.4406488462103282,0.5562498969480123,0.5842457638006595,0.784455412334084,0.6697075439665858,0.54524858840495,0.249400788639468,81854,58248,22491,19354 | |
| vit,magnitude,finetune,123,test_d,0.0406548492610454,1.5057545868687088,0.5509791312854843,0.5849965846738175,0.7468973118021947,0.6561068830818966,0.5369858525201685,0.2875441354604263,77935,55288,26410,22314 | |
| vit,magnitude,finetune,2024,test_d,0.038106620311737,1.68262476265703,0.5461700385277031,0.5810271678451805,0.7481048445062054,0.6540648107417415,0.5326092047674246,0.2746449833767171,78061,56289,26284,21313 | |
| vit,magnitude,finetune,2025,test_d,0.048360988497734,1.472339835566951,0.5431746607528566,0.5782089354270598,0.7519957832191289,0.6537500208288204,0.5209222084876437,0.2623901445839025,78467,57240,25878,20362 | |
| vit,phase,finetune,7,test_d,0.004982269834727,1.0920598257648833,0.5734966776039176,0.573494333483561,1.0,0.7289436272883185,0.4978779562604459,1.2886265817891292e-05,104345,77601,0,1 | |
| vit,phase,finetune,42,test_d,0.0209041945636272,1.2293371392143388,0.573166911243384,0.5739242694562339,0.9926973022186018,0.7273397536048197,0.4971192015797395,0.0090590448699775,103583,76899,762,703 | |
| vit,phase,finetune,123,test_d,0.0201194789260625,0.9640936323592582,0.5734527087558465,0.5734860811821101,0.9997987445493316,0.7288834858186874,0.4987462371612912,0.0001804077214504,104324,77588,21,14 | |
| vit,phase,finetune,2024,test_d,0.008779109455645,1.3956278123006072,0.5731943917734286,0.5735700305978995,0.997048253390196,0.7282189479578624,0.4910944212380856,0.0032731115177443,104037,77348,308,254 | |
| vit,phase,finetune,2025,test_d,0.0141723649576306,1.0493861423006705,0.5734856853918998,0.5734920687267091,0.9999520820355552,0.728929066692748,0.4928991102553682,5.154506327156517e-05,104340,77598,5,4 | |
| vit,complex,finetune,7,test_d,0.1274352967739105,1.0016933295284824,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5485501960511134,0.0,104345,77602,0,0 | |
| vit,complex,finetune,42,test_d,0.0,0.9735105829133226,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5489903373309226,0.0,104345,77602,0,0 | |
| vit,complex,finetune,123,test_d,0.1882493495941162,0.9714654001433204,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5590463592863385,0.0,104345,77602,0,0 | |
| vit,complex,finetune,2024,test_d,0.0,0.9932090529790026,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5608723174654149,0.0,104345,77602,0,0 | |
| vit,complex,finetune,2025,test_d,0.0,1.0172525895887221,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5530656523325692,0.0,104345,77602,0,0 | |
| vit,concat,finetune,7,test_d,0.0738965198397636,1.472316703272671,0.6583675465932387,0.7145123563510627,0.6733240691935407,0.6933070186258788,0.7093372034605427,0.6382567459601557,70258,28072,34087,49530 | |
| vit,concat,finetune,42,test_d,0.0405407398939132,1.5123665674425455,0.6622642857535436,0.7189794063894306,0.6748670276486655,0.6962251838962271,0.7163075133867765,0.6453184196283601,70419,27524,33926,50078 | |
| vit,concat,finetune,123,test_d,0.120438814163208,1.2984140502119248,0.6572463409674246,0.7167416983314059,0.6652451003881356,0.6900339475031437,0.7154642804005303,0.6464910698177883,69415,27433,34930,50169 | |
| vit,concat,finetune,2024,test_d,0.1991522014141082,1.2856348587899111,0.668035197062881,0.7101806946556853,0.7115146868561023,0.7108470649062167,0.7165547163498867,0.6095719182495296,74243,30298,30102,47304 | |
| vit,concat,finetune,2025,test_d,0.2293625473976135,1.2531952172926601,0.6544213424788538,0.7034939640789086,0.6869423546887728,0.6951196450650956,0.7037436881333043,0.6106930233756862,71679,30211,32666,47391 | |
| vit,frequency_3,finetune,7,test_d,0.0453525781631469,1.375367688851754,0.5621087459534919,0.5786784871484151,0.8695289664095069,0.6948972753556589,0.5352375411165213,0.14874616633591917,90731,66059,13614,11543 | |
| vit,frequency_3,finetune,42,test_d,0.0301574114710092,1.5861731508941328,0.5553375433505362,0.5827894097369388,0.7906655805261392,0.6709961815143,0.5292175239818199,0.23891136826370454,82502,59062,21843,18540 | |
| vit,frequency_3,finetune,123,test_d,0.0507523901760578,1.1709496532575034,0.5649942016081606,0.5779209935491053,0.8954909195457377,0.7024824454568692,0.5343198240442367,0.1206025617896446,93440,68243,10905,9359 | |
| vit,frequency_3,finetune,2024,test_d,0.0364251509308815,1.6192920776768718,0.5451202822800046,0.5815491350448537,0.7374574728065552,0.6502890173410405,0.5196773111701137,0.28650034792917706,76950,55369,27395,22233 | |
| vit,frequency_3,finetune,2025,test_d,0.0415399670600891,1.5080261602709506,0.5531116204169346,0.5796226780319528,0.8035171785902535,0.673448569454931,0.5221075201788493,0.21641194814566636,83843,60808,20502,16794 | |
| vit,concat_frequency,finetune,7,test_d,0.0926877707242965,0.9989874514387845,0.6477435736780491,0.6489494756629145,0.8403660932483588,0.7323567240716923,0.6856811310423889,0.38873998092832657,87688,47435,16657,30167 | |
| vit,concat_frequency,finetune,42,test_d,0.0816661119461059,0.9662545217404871,0.6476501398758979,0.6454243169003904,0.8556998418707173,0.73583451799658,0.6740430302036349,0.3679028891007964,89288,49052,15057,28550 | |
| vit,concat_frequency,finetune,123,test_d,0.1072503253817558,1.0196818724776495,0.6402743656119639,0.6369912227560264,0.8666059705783699,0.7342663304953655,0.6762558531751581,0.33594494987242596,90426,51532,13919,26070 | |
| vit,concat_frequency,finetune,2024,test_d,0.0782893151044845,1.1275040917268866,0.6442590424684111,0.6425359226933566,0.855805261392496,0.7339925367000378,0.6677839562585762,0.35981031416716064,89299,49680,15046,27922 | |
| vit,concat_frequency,finetune,2025,test_d,0.0389385111629962,1.1936024609695028,0.6416593843262048,0.6461937199366616,0.8291245387895922,0.7263179545731209,0.6743049842948659,0.38959047447230744,86515,47369,17830,30233 | |
| xception,none,finetune,7,test_d,0.2041038423776626,2.0104490626594194,0.6046595986743393,0.6662324608189054,0.6225022761033111,0.6436254279358505,0.6286327195640347,0.5806680240199995,64955,32541,39390,45061 | |
| xception,none,finetune,42,test_d,0.2947729229927063,1.7249448955625117,0.6022962730905154,0.66630615640599,0.614039963582347,0.6391062567018279,0.6306890589702533,0.5865055024355043,64072,32088,40273,45514 | |
| xception,none,finetune,123,test_d,0.3604890406131744,1.7134193459888012,0.6064513292332383,0.6625265582494391,0.6395227370741291,0.6508214388468159,0.6296720220647054,0.5619829385840571,66731,33991,37614,43611 | |
| xception,none,finetune,2024,test_d,0.2182525545358657,2.0910304538274036,0.6054620301516376,0.6656390533748449,0.626987397575351,0.6457353514516535,0.6284181383844509,0.5765186464266385,65423,32863,38922,44739 | |
| xception,none,finetune,2025,test_d,0.3011564910411834,1.7777681442379238,0.6035493852605429,0.671658175772174,0.6039484402702573,0.636006277406886,0.6313033326706541,0.603012808948223,63019,30807,41326,46795 | |
| xception,magnitude,finetune,7,test_d,0.5291721224784851,2.120308968474066,0.5552001407003139,0.5964413690843939,0.693900043126168,0.6414902099760786,0.542366583298185,0.36870183758150565,72405,48990,31940,28612 | |
| xception,magnitude,finetune,42,test_d,0.5036410689353943,2.406037242992051,0.5442573936366084,0.5912467205015504,0.6651971824236906,0.6260457019676109,0.5211391879118876,0.3816396484626685,69410,47986,34935,29616 | |
| xception,magnitude,finetune,123,test_d,0.4903252422809601,1.2830972011517858,0.5525015526499475,0.596199684426092,0.6807801044611624,0.6356888135198865,0.5349748908125005,0.3800159789696142,71036,48112,33309,29490 | |
| xception,magnitude,finetune,2024,test_d,0.5455732345581055,2.664940415088492,0.5518804926709426,0.5943812321568952,0.68837031002923,0.6379324126293352,0.5361785102757717,0.36835390840442256,71828,49017,32517,28585 | |
| xception,magnitude,finetune,2025,test_d,0.4673165678977966,2.438951250599423,0.5443288430147241,0.5931776099032452,0.6539364607791461,0.622076963050078,0.5294917115351779,0.39694853225432336,68235,46798,36110,30804 | |
| xception,phase,finetune,7,test_d,0.1584997028112411,1.9019601822758996,0.570501299829071,0.5763298507723594,0.9478940054626479,0.7168233307484364,0.5120720995766842,0.0630524986469421,98908,72709,5437,4893 | |
| xception,phase,finetune,42,test_d,0.1693371832370758,1.383800560829298,0.573271337257553,0.5759803782088856,0.9699841870717332,0.7227744690575146,0.5190495811430103,0.03984433390891987,101213,74510,3132,3092 | |
| xception,phase,finetune,123,test_d,0.2957890033721924,1.1167123823613714,0.5669013503932464,0.5763765966607663,0.9237050170108774,0.7098306507738364,0.5101523100058174,0.08713692946058091,96384,70840,7961,6762 | |
| xception,phase,finetune,2024,test_d,0.2813068926334381,1.0615691077822411,0.5684787328177986,0.5747948505608673,0.9512195121951219,0.7165805128797504,0.5057720505913377,0.05383881858714982,99255,73424,5090,4178 | |
| xception,phase,finetune,2025,test_d,0.270865797996521,1.3971713791000897,0.5663022748382771,0.5762609211875536,0.9209736930375197,0.7089351845021172,0.5085909241103002,0.08940491224452977,96099,70664,8246,6938 | |
| xception,complex,finetune,7,test_d,0.0065642488189041,4.866442739219259,0.573480189285891,0.5734929560432916,0.9999041640711103,0.7289170514961191,0.5136137337146736,0.00010309012654313033,104335,77594,10,8 | |
| xception,complex,finetune,42,test_d,0.0633663386106491,2.315349938162523,0.5735076698159354,0.5735046775204194,0.9999520820355551,0.7289392515692733,0.5192159798899117,0.00010309012654313033,104340,77594,5,8 | |
| xception,complex,finetune,123,test_d,0.0012207952095195,6.734259754796704,0.5734746931798821,0.5734841489689135,0.9999712492213331,0.7289277618071249,0.5131379493656978,0.0,104342,77602,3,0 | |
| xception,complex,finetune,2024,test_d,0.0,1.1653870313133188,0.5734911814979088,0.5734911814979088,1.0,0.7289410811339472,0.5232317854009653,0.0,104345,77602,0,0 | |
| xception,complex,finetune,2025,test_d,2.802596928649634e-45,1.146253751180057,0.5729195864729839,0.5734135842276127,0.997029086204418,0.7280877330496612,0.5180406564903643,0.002654570758485606,104035,77396,310,206 | |
| xception,concat,finetune,7,test_d,0.3051793873310089,2.0132568720053334,0.5912216194825965,0.644966864992986,0.6389093871292347,0.641923836117664,0.6149254134919523,0.5270998170150254,66667,36698,37678,40904 | |
| xception,concat,finetune,42,test_d,0.3951925337314605,2.533935912721307,0.5910567363023298,0.6422699322365732,0.6476496238439791,0.6449485598671527,0.6107458336629101,0.5149609546145718,67579,37640,36766,39962 | |
| xception,concat,finetune,123,test_d,0.5159857273101807,2.6915953937253607,0.5919471054757705,0.6439206311259862,0.6453399779577363,0.6446295232624928,0.6134350575408107,0.520154119739182,67338,37237,37007,40365 | |
| xception,concat,finetune,2024,test_d,0.4160253703594208,2.716734946219593,0.5927440408470599,0.6387100324693192,0.6673630744165988,0.6527222537270763,0.6122755971721516,0.49240998943326203,69636,39390,34709,38212 | |
| xception,concat,finetune,2025,test_d,0.3128946423530578,2.0667851465219265,0.5848846092543433,0.6438326079143872,0.6180842397814941,0.6306957367847171,0.6082670078835086,0.5402438081492745,64494,35678,39851,41924 | |
| xception,frequency_3,finetune,7,test_d,0.5248056650161743,1.5636246870237465,0.5402067635080545,0.6047623388330143,0.5722363314006421,0.588049911856528,0.5419246528595656,0.49713924898842815,59710,39023,44635,38579 | |
| xception,frequency_3,finetune,42,test_d,0.5530980229377747,2.2167088196934257,0.5425755851978873,0.5970424968752298,0.622578944846423,0.6095433796381003,0.53208370137776,0.43500167521455635,64963,43845,39382,33757 | |
| xception,frequency_3,finetune,123,test_d,0.471466600894928,1.2233581107150406,0.5502976141403816,0.5992718681958022,0.6515118117782357,0.6243009192510078,0.5439523460888438,0.4142032421844798,67982,45459,36363,32143 | |
| xception,frequency_3,finetune,2024,test_d,0.6656822562217712,3.0125280841372613,0.5396406645891386,0.596028961707845,0.612199913747664,0.6040062216044743,0.5306821457470589,0.44207623514857863,63880,43296,40465,34306 | |
| xception,frequency_3,finetune,2025,test_d,0.413240373134613,2.6156695472326152,0.5182827966385816,0.5898340829370118,0.5253533949877809,0.5557295864316742,0.5164801809509589,0.508775547021984,54818,38120,49527,39482 | |
| xception,concat_frequency,finetune,7,test_d,0.3159469962120056,1.4622685554903492,0.5782618015136276,0.5963593469718226,0.8188317600268341,0.6901088782631171,0.5781850367714402,0.2547872477513466,85441,57830,18904,19772 | |
| xception,concat_frequency,finetune,42,test_d,0.419291228055954,1.1216284444832776,0.5787124822063568,0.5969500283571744,0.8170683789352629,0.6898764393160871,0.582072455951185,0.2582149944589057,85257,57564,19088,20038 | |
| xception,concat_frequency,finetune,123,test_d,0.2389939427375793,1.3722428939437263,0.5733153061056242,0.5909682253175765,0.8315012698260578,0.6908982322025801,0.5688376657019938,0.22615396510399216,86763,60052,17582,17550 | |
| xception,concat_frequency,finetune,2024,test_d,0.3834104239940643,1.136433749531425,0.5730075241691261,0.597253336641394,0.7843883271838612,0.6781476817021841,0.5706622068796422,0.2887812169789438,81847,55192,22498,22410 | |
| xception,concat_frequency,finetune,2025,test_d,0.3924241364002228,0.9630590177603352,0.5738319400704601,0.5957424009715326,0.7992237289759931,0.6826423279990177,0.5734904703486282,0.2707662173655318,83395,56590,20950,21012 | |