results_il-all.csv

Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,Self-supervised learning,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,90.39491414428792,25.305286,11.062569276893221,,cpu,1,false,false,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,430.45958584174514,25.305286,2.3230984577670473,,cpu,1,false,false,true,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,83.27649042657059,25.305286,12.008190965753466,,cpu,1,true,false,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,58.871207580022094,25.305286,16.98623216859831,,cpu,1,true,true,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,6.55375358126245,25.305286,152.58431486637767,,cuda,512,false,false,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,5.038286896209077,25.305286,198.48016212661946,,cuda,512,true,false,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,2.5280708037371364,25.305286,395.55854152571345,,cuda,512,true,true,false,2.8.0+cu128
biformer s,BiFormer,0.9725593384169262,0.9947911072924498,0.9408115940323059,18622,511,384,false,false,false,false,,25.305286,,144.013671875,cuda,1,false,false,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,41.24993912565211,28.014118,24.242460018035025,,cpu,1,false,false,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,242.04038740135726,28.014118,4.131541891567772,,cpu,1,false,false,true,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,38.868728897844754,28.014118,25.727622908076352,,cpu,1,true,false,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,28.447304421052753,28.014118,35.15271553321371,,cpu,1,true,true,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,2.3816999821732074,28.014118,419.8681645399936,,cuda,512,false,false,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,1.9356883417064334,28.014118,516.612090104565,,cuda,512,true,false,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,0.9984958805459125,28.014118,1001.5063852374285,,cuda,512,true,true,false,2.8.0+cu128
davit tiny,DaViT,0.9675652454086564,0.9927505101492858,0.9310218142093304,18622,604,384,false,false,false,false,,28.014118,,167.8271484375,cuda,1,false,false,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,18.800507184221512,21.888166,53.19005440657785,,cpu,1,false,false,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,88.24023542925715,21.888166,11.332698684850035,,cpu,1,false,false,true,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,17.65958545444947,21.888166,56.62647079566877,,cpu,1,true,false,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,16.69819001108408,21.888166,59.88673019867487,,cpu,1,true,true,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,0.5140447974736162,21.888166,1945.3557450920916,,cuda,512,false,false,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,0.36597871160059486,21.888166,2732.39936723788,,cuda,512,true,false,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,0.2200951916529448,21.888166,4543.488626397806,,cuda,512,true,true,false,2.8.0+cu128
flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9324991945011277,0.9816883256363441,0.8778622378090306,18622,1257,240,false,false,false,true,,21.888166,,96.798828125,cuda,1,false,false,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,65.27971058204356,23.82727,15.318695366199574,,cpu,1,false,false,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,389.80782991042355,23.82727,2.5653666326553686,,cpu,1,false,false,true,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,47.522676806483005,23.82727,21.042585712755574,,cpu,1,true,false,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,37.52646784556823,23.82727,26.64785836267021,,cpu,1,true,true,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,5.088135896197248,23.82727,196.53563120186632,,cuda,512,false,false,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,2.9371619376555222,23.82727,340.4647143147347,,cuda,512,true,false,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,1.5393930782162595,23.82727,649.6066626197447,,cuda,512,true,true,false,2.8.0+cu128
mvit v2 t,MViT v2,0.9725056384921061,0.9948448072172699,0.9406312823832315,18622,512,384,false,false,false,false,,23.82727,,261.55126953125,cuda,1,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,35.61596455233586,25.132006,28.07729658789812,,cpu,1,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,145.00687307910994,25.132006,6.896224839318065,,cpu,1,false,false,true,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,30.319563577779466,25.132006,32.982005081790746,,cpu,1,true,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,25.23371586550234,25.132006,39.62951811497274,,cpu,1,true,true,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,1.2810285572383386,25.132006,780.6227225377517,,cuda,512,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,0.9905611840107063,25.132006,1009.5287561653454,,cuda,512,true,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,0.49753042279917276,25.132006,2009.9273414756549,,cuda,512,true,true,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.960745354956503,0.9900118139834604,0.918958327197095,18622,731,256,false,false,false,true,,25.132006,,133.98974609375,cuda,1,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,68.38620651332248,25.132006,14.622831868955732,,cpu,1,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,355.71587855927646,25.132006,2.8112323915654502,,cpu,1,false,false,true,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,58.973584330071596,25.132006,16.956744470593144,,cpu,1,true,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,35.753821512011605,25.132006,27.969038209357482,,cpu,1,true,true,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,2.9757905857418554,25.132006,336.04515209886756,,cuda,512,false,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,3.7189176019667984,25.132006,268.89544405908237,,cuda,512,true,false,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,2.6069926718476686,25.132006,383.5837402992255,,cuda,512,true,true,false,2.8.0+cu128
pvt v2 b2 (ssl),PVT v2,0.9754054344323918,0.9958114058640318,0.9473555340948805,18622,458,384,false,false,false,true,,25.132006,,170.91552734375,cuda,1,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,85.32409044241327,64.49143,11.720019455407119,,cpu,1,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,735.7969339797273,64.49143,1.359070626444812,,cpu,1,false,false,true,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,69.59055420347593,64.49143,14.369766291501264,,cpu,1,true,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,56.681845586798666,64.49143,17.6423330900309,,cpu,1,true,true,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,4.2101369480618205,64.49143,237.5219648045796,,cuda,512,false,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,3.249923942670042,64.49143,307.69950855478464,,cuda,512,true,false,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,1.4379914556623894,64.49143,695.414424099874,,cuda,512,true,true,false,2.8.0+cu128
"vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9844270218021695,0.9981205026312964,0.9616226160928437,18622,290,384,true,false,false,true,,64.49143,,267.666015625,cuda,1,false,false,false,2.8.0+cu128