hassonofer commited on
Commit
b64e36a
·
1 Parent(s): b75b64f

Update files

Browse files
app.py CHANGED
@@ -273,7 +273,7 @@ def app() -> None:
273
 
274
  * GPU: A5000 ADA Generation
275
  * CPU: AMD Ryzen Threadripper PRO 7975WX
276
- * PyTorch version: 2.5.1+cu124
277
 
278
  ### Dataset Information
279
 
 
273
 
274
  * GPU: A5000 ADA Generation
275
  * CPU: AMD Ryzen Threadripper PRO 7975WX
276
+ * PyTorch version: 2.7.1+cu128
277
 
278
  ### Dataset Information
279
 
results_arabian-peninsula.csv CHANGED
@@ -1,105 +1,105 @@
1
  Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
2
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,31.022708345000908,30.453609,32.2344519014615,,cpu,1,false,false,false,2.5.1+cu124
3
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,30.878061753988764,30.453609,32.3854524279142,,cpu,1,true,false,false,2.5.1+cu124
4
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,25.322280403983342,30.453609,39.4909140901344,,cpu,1,true,true,false,2.5.1+cu124
5
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,1.2406471414228313,30.453609,806.030954823427,,cuda,512,false,false,false,2.5.1+cu124
6
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,1.1742599853514923,30.453609,851.600167317861,,cuda,512,true,false,false,2.5.1+cu124
7
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,0.48638817983335914,30.453609,2055.97101546055,,cuda,512,true,true,false,2.5.1+cu124
8
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,127.99998951668387,30.453609,7.81250063985089,,cpu,1,false,false,true,2.5.1+cu124
9
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,,30.453609,,149.55078125,cuda,1,false,false,false,2.5.1+cu124
10
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,63.33183502999612,30.453609,15.7898472312758,,cpu,1,false,false,false,2.5.1+cu124
11
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,302.61609647520055,30.453609,3.30451688343006,,cpu,1,false,false,true,2.5.1+cu124
12
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,61.191837015038,30.453609,16.3420490179801,,cpu,1,true,false,false,2.5.1+cu124
13
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,37.85915158345599,30.453609,26.4136928107229,,cpu,1,true,true,false,2.5.1+cu124
14
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,1.462842140400654,30.453609,683.600760726043,,cuda,512,true,true,false,2.5.1+cu124
15
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,,30.453609,,185.40869140625,cuda,1,false,false,false,2.5.1+cu124
16
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,3.2894944455410267,30.453609,303.99808133299,,cuda,512,false,false,false,2.5.1+cu124
17
- crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,3.0108886935304326,30.453609,332.127853862125,,cuda,512,true,false,false,2.5.1+cu124
18
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,30.725078952004008,21.119023,32.5467023717697,,cpu,1,false,false,false,2.5.1+cu124
19
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,77.75963057501914,21.119023,12.8601434009546,,cpu,1,false,false,true,2.5.1+cu124
20
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,25.278231466480058,21.119023,39.5597295374892,,cpu,1,true,false,false,2.5.1+cu124
21
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,65.9277308364979,21.119023,15.1681240551115,,cpu,1,true,true,false,2.5.1+cu124
22
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.9225199473632991,21.119023,1083.98740087751,,cuda,512,false,false,false,2.5.1+cu124
23
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.6538652943851285,21.119023,1529.36699437514,,cuda,512,true,false,false,2.5.1+cu124
24
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.3646936624414815,21.119023,2742.0273588123,,cuda,512,true,true,false,2.5.1+cu124
25
- efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,,21.119023,,100.7138671875,cuda,1,false,false,false,2.5.1+cu124
26
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,97.37046415699294,88.478143,10.270054771308,,cpu,1,false,false,false,2.5.1+cu124
27
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,826.8656025582444,88.478143,1.2093863826311,,cpu,1,false,false,true,2.5.1+cu124
28
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,103.43243434402395,88.478143,9.6681471952398,,cpu,1,true,false,false,2.5.1+cu124
29
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,72.51781151149768,88.478143,13.78971564581,,cpu,1,true,true,false,2.5.1+cu124
30
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,6.853725362011579,88.478143,145.906050677598,,cuda,512,false,false,false,2.5.1+cu124
31
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,4.497301604901615,88.478143,222.355556254021,,cuda,512,true,false,false,2.5.1+cu124
32
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,2.4662892438277595,88.478143,405.467445678824,,cuda,512,true,true,false,2.5.1+cu124
33
- focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,,88.478143,,401.63037109375,cuda,1,false,false,false,2.5.1+cu124
34
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,72.91006662551054,19.763279,13.7155271731724,,cpu,1,false,false,false,2.5.1+cu124
35
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,60.18735044400083,19.763279,16.6147868717101,,cpu,1,true,false,false,2.5.1+cu124
36
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,42.806867363484294,19.763279,23.3607376944624,,cpu,1,true,true,false,2.5.1+cu124
37
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,3.8090053974125775,19.763279,262.535726696342,,cuda,512,false,false,false,2.5.1+cu124
38
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,1.410765714729222,19.763279,708.834918200388,,cuda,512,true,true,false,2.5.1+cu124
39
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,2.803181309339681,19.763279,356.737538406162,,cuda,512,true,false,false,2.5.1+cu124
40
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,376.44663914203795,19.763279,2.65641898750672,,cpu,1,false,false,true,2.5.1+cu124
41
- iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,,19.763279,,134.71484375,cuda,1,false,false,false,2.5.1+cu124
42
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,36.05621933948719,50.101223,27.7344662951072,,cpu,1,false,false,false,2.5.1+cu124
43
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,53.50269973950348,50.101223,18.6906456098262,,cpu,1,true,false,false,2.5.1+cu124
44
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,82.37227296849606,50.101223,12.1400073588167,,cpu,1,true,true,false,2.5.1+cu124
45
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.722630736083868,50.101223,580.507463992744,,cuda,512,false,false,false,2.5.1+cu124
46
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.204233326350846,50.101223,830.403857888796,,cuda,512,true,false,false,2.5.1+cu124
47
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,0.6406448993658396,50.101223,1560.92712357482,,cuda,512,true,true,false,2.5.1+cu124
48
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,202.17392340806944,50.101223,4.94623630556742,,cpu,1,false,false,true,2.5.1+cu124
49
- rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,,50.101223,,235.50390625,cuda,1,false,false,false,2.5.1+cu124
50
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,56.012030553014334,50.101223,17.8533074078348,,cpu,1,false,false,false,2.5.1+cu124
51
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,442.66785515840985,50.101223,2.25903007943088,,cpu,1,false,false,true,2.5.1+cu124
52
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,73.36151631950636,50.101223,13.6311250117128,,cpu,1,true,false,false,2.5.1+cu124
53
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,107.33230303350139,50.101223,9.31685961949286,,cpu,1,true,true,false,2.5.1+cu124
54
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,1.452168473857683,50.101223,688.625333769643,,cuda,512,true,true,false,2.5.1+cu124
55
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,,50.101223,,274.9931640625,cuda,1,false,false,false,2.5.1+cu124
56
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,2.763398216265135,50.101223,361.873288516321,,cuda,512,true,false,false,2.5.1+cu124
57
- rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,3.934187509977891,50.101223,254.182089049848,,cuda,512,false,false,false,2.5.1+cu124
58
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,20.887542841999675,25.014047,47.8754254420605,,cpu,1,false,false,false,2.5.1+cu124
59
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,92.59670900840638,25.014047,10.7995198826042,,cpu,1,false,false,true,2.5.1+cu124
60
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,17.868082230503198,25.014047,55.9657151282227,,cpu,1,true,false,false,2.5.1+cu124
61
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,10.943903355495419,25.014047,91.3750759227836,,cpu,1,true,true,false,2.5.1+cu124
62
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.898559644648461,25.014047,1112.89217800475,,cuda,512,false,false,false,2.5.1+cu124
63
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.5574248719435119,25.014047,1793.96372557509,,cuda,512,true,false,false,2.5.1+cu124
64
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.25380360536132707,25.014047,3940.05435256269,,cuda,512,true,true,false,2.5.1+cu124
65
- resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,,25.014047,,122.0400390625,cuda,1,false,false,false,2.5.1+cu124
66
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,30.772518441000994,38.654175,32.4965277676984,,cpu,1,false,false,false,2.5.1+cu124
67
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,234.72653917500205,38.654175,4.26027667563591,,cpu,1,false,false,true,2.5.1+cu124
68
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,29.426381595003516,38.654175,33.9831112694398,,cpu,1,true,false,false,2.5.1+cu124
69
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,22.707346203998895,38.654175,44.0386116024379,,cpu,1,true,true,false,2.5.1+cu124
70
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,1.2874482347753258,38.654175,776.730258342784,,cuda,512,false,false,false,2.5.1+cu124
71
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.8788732638281285,38.654175,1137.8204812424,,cuda,512,true,false,false,2.5.1+cu124
72
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.43836367933593645,38.654175,2281.21089209505,,cuda,512,true,true,false,2.5.1+cu124
73
- rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,,38.654175,,167.73388671875,cuda,1,false,false,false,2.5.1+cu124
74
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,90.06867345800894,49.533657,11.1026393706821,,cpu,1,false,false,false,2.5.1+cu124
75
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,74.88265769500872,49.533657,13.3542268768414,,cpu,1,true,false,false,2.5.1+cu124
76
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,52.86855351200197,49.533657,18.9148356361402,,cpu,1,true,true,false,2.5.1+cu124
77
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,5.548139352506123,49.533657,180.240606167957,,cuda,512,false,false,false,2.5.1+cu124
78
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,2.2101173493969855,49.533657,452.464662237434,,cuda,512,true,true,false,2.5.1+cu124
79
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,3.6381103716141507,49.533657,274.867966569228,,cuda,512,true,false,false,2.5.1+cu124
80
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,516.825842908777,49.533657,1.9348877648452,,cpu,1,false,false,true,2.5.1+cu124
81
- swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,,49.533657,,262.33642578125,cuda,1,false,false,false,2.5.1+cu124
82
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,41.39875469350228,26.442527,24.1553159606744,,cpu,1,false,false,false,2.5.1+cu124
83
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,161.5112194582859,26.442527,6.19152033743559,,cpu,1,false,false,true,2.5.1+cu124
84
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,39.23881300849465,26.442527,25.4849707044786,,cpu,1,true,false,false,2.5.1+cu124
85
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,36.238696332504276,26.442527,27.5948116572574,,cpu,1,true,true,false,2.5.1+cu124
86
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,2.0102242142188227,26.442527,497.456946805609,,cuda,512,false,false,false,2.5.1+cu124
87
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.7234496389649208,26.442527,580.23163392264,,cuda,512,true,false,false,2.5.1+cu124
88
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.1255033006152364,26.442527,888.491397096186,,cuda,512,true,true,false,2.5.1+cu124
89
- van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,,26.442527,,130.68994140625,cuda,1,false,false,false,2.5.1+cu124
90
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,67.2555118685052,26.442527,14.8686698267222,,cpu,1,false,false,false,2.5.1+cu124
91
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,346.73078851665156,26.442527,2.8840819249946,,cpu,1,false,false,true,2.5.1+cu124
92
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,40.12690014949468,26.442527,24.9209382303256,,cpu,1,true,false,false,2.5.1+cu124
93
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,37.10543190899619,26.442527,26.9502320429142,,cpu,1,true,true,false,2.5.1+cu124
94
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,5.474223075683552,26.442527,182.674324040975,,cuda,512,true,false,false,2.5.1+cu124
95
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.068634453867197,26.442527,245.782709491021,,cuda,512,true,true,false,2.5.1+cu124
96
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,,26.442527,,157.22119140625,cuda,1,false,false,false,2.5.1+cu124
97
- van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.6231259202568165,26.442527,216.303863932923,,cuda,512,false,false,false,2.5.1+cu124
98
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,66.8381551619968,86.370015,14.9615140869206,,cpu,1,false,false,false,2.5.1+cu124
99
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,69.92860583600117,86.370015,14.3002993988645,,cpu,1,true,false,false,2.5.1+cu124
100
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,42.15360556548691,86.370015,23.7227631322419,,cpu,1,true,true,false,2.5.1+cu124
101
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.117010184960613,86.370015,320.820254237519,,cuda,512,false,false,false,2.5.1+cu124
102
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.0363258613448383,86.370015,329.345414710226,,cuda,512,true,false,false,2.5.1+cu124
103
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,1.483919620720068,86.370015,673.890948025037,,cuda,512,true,true,false,2.5.1+cu124
104
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,888.777042442233,86.370015,1.12514157347285,,cpu,1,false,false,true,2.5.1+cu124
105
- "vitreg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,,86.370015,,362.62890625,cuda,1,false,false,false,2.5.1+cu124
 
1
  Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
2
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,30.30713325222475,30.453609,32.995532493215705,,cpu,1,false,false,false,2.7.1+cu128
3
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,130.7332222900004,30.453609,7.649165089664347,,cpu,1,false,false,true,2.7.1+cu128
4
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,30.889587235562633,30.453609,32.37336881111567,,cpu,1,true,false,false,2.7.1+cu128
5
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,25.943026283332276,30.453609,38.546004196992016,,cpu,1,true,true,false,2.7.1+cu128
6
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,1.1145203285807763,30.453609,897.2469809262199,,cuda,512,false,false,false,2.7.1+cu128
7
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,0.9719542295052481,30.453609,1028.8550321027235,,cuda,512,true,false,false,2.7.1+cu128
8
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,0.4736929335806887,30.453609,2111.072235004452,,cuda,512,true,true,false,2.7.1+cu128
9
+ crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,false,false,,30.453609,,149.64453125,cuda,1,false,false,false,2.7.1+cu128
10
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,46.101335652234006,30.453609,21.691345507720477,,cpu,1,false,false,false,2.7.1+cu128
11
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,297.85313804997713,30.453609,3.3573592897054145,,cpu,1,false,false,true,2.7.1+cu128
12
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,42.24641333777173,30.453609,23.670648488067474,,cpu,1,true,false,false,2.7.1+cu128
13
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,31.71145838109725,30.453609,31.534342822785025,,cpu,1,true,true,false,2.7.1+cu128
14
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,3.034222633928689,30.453609,329.57370656259576,,cuda,512,false,false,false,2.7.1+cu128
15
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,2.382717295399238,30.453609,419.68889969904893,,cuda,512,true,false,false,2.7.1+cu128
16
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,1.3095874099087723,30.453609,763.5992774775235,,cuda,512,true,true,false,2.7.1+cu128
17
+ crossformer s,CrossFormer,0.967782194693538,0.992234445779791,0.9395493856517793,21634,697,384,false,false,false,,30.453609,,185.40869140625,cuda,1,false,false,false,2.7.1+cu128
18
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,31.39685490778195,21.119023,31.85032395560558,,cpu,1,false,false,false,2.7.1+cu128
19
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,78.40284361998783,21.119023,12.754639421586775,,cpu,1,false,false,true,2.7.1+cu128
20
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,27.344285511110986,21.119023,36.570712355737484,,cpu,1,true,false,false,2.7.1+cu128
21
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,65.92093146110226,21.119023,15.169688562275045,,cpu,1,true,true,false,2.7.1+cu128
22
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.9639844474088477,21.119023,1037.361134495438,,cuda,512,false,false,false,2.7.1+cu128
23
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.6878430181509051,21.119023,1453.8200921021942,,cuda,512,true,false,false,2.7.1+cu128
24
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,0.3868471172396918,21.119023,2585.0005220031057,,cuda,512,true,true,false,2.7.1+cu128
25
+ efficientnet v2 s,EfficientNet v2,0.9535453452898216,0.988721456965887,0.9139077475376313,21634,1005,256,false,false,false,,21.119023,,100.7138671875,cuda,1,false,false,false,2.7.1+cu128
26
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,88.15815891111723,88.478143,11.343249590865657,,cpu,1,false,false,false,2.7.1+cu128
27
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,792.4896772700595,88.478143,1.2618460892068206,,cpu,1,false,false,true,2.7.1+cu128
28
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,94.21177467221342,88.478143,10.614384491527229,,cpu,1,true,false,false,2.7.1+cu128
29
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,64.48389407667695,88.478143,15.507748319462738,,cpu,1,true,true,false,2.7.1+cu128
30
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,7.1600426238541734,88.478143,139.66397304234354,,cuda,512,false,false,false,2.7.1+cu128
31
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,4.838540518268245,88.478143,206.6738918945559,,cuda,512,true,false,false,2.7.1+cu128
32
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,2.6120948446744783,88.478143,382.8344908833588,,cuda,512,true,true,false,2.7.1+cu128
33
+ focalnet b lrf (i),FocalNet,0.9834057502080059,0.998243505593048,0.9658840759918995,21634,359,384,true,false,false,,88.478143,,401.63037109375,cuda,1,false,false,false,2.7.1+cu128
34
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,72.83674102444719,19.763279,13.72933475516644,,cpu,1,false,false,false,2.7.1+cu128
35
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,387.4020566300897,19.763279,2.5812976025443475,,cpu,1,false,false,true,2.7.1+cu128
36
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,54.59965035332264,19.763279,18.31513560121444,,cpu,1,true,false,false,2.7.1+cu128
37
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,38.982212356673294,19.763279,25.65272568037847,,cpu,1,true,true,false,2.7.1+cu128
38
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,3.9646789993910208,19.763279,252.22722953197504,,cuda,512,false,false,false,2.7.1+cu128
39
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,2.941750643294275,19.763279,339.9336385901713,,cuda,512,true,false,false,2.7.1+cu128
40
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,1.4701206788021182,19.763279,680.21626688145,,cuda,512,true,true,false,2.7.1+cu128
41
+ iformer s,iFormer,0.9728205602292688,0.9951927521493945,0.9526396172513611,21634,588,384,false,false,false,,19.763279,,135.46484375,cuda,1,false,false,false,2.7.1+cu128
42
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,35.66831236666379,50.101223,28.03608956095767,,cpu,1,false,false,false,2.7.1+cu128
43
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,212.1649884100771,50.101223,4.713313009341477,,cpu,1,false,false,true,2.7.1+cu128
44
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,51.65007511666368,50.101223,19.36105606315708,,cpu,1,true,false,false,2.7.1+cu128
45
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,81.37293307555309,50.101223,12.289098625356427,,cpu,1,true,true,false,2.7.1+cu128
46
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.801332709804721,50.101223,555.144529690136,,cuda,512,false,false,false,2.7.1+cu128
47
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,1.2568842670833644,50.101223,795.6182014438992,,cuda,512,true,false,false,2.7.1+cu128
48
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,0.6616117990885565,50.101223,1511.4603478620102,,cuda,512,true,true,false,2.7.1+cu128
49
+ rdnet s,RDNet,0.9605713229176297,0.9909864102801146,0.9238857029858994,21634,853,256,false,false,false,,50.101223,,235.50390625,cuda,1,false,false,false,2.7.1+cu128
50
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,48.90943386333271,50.101223,20.445953285705436,,cpu,1,false,false,false,2.7.1+cu128
51
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,461.74409579994966,50.101223,2.165701757956531,,cpu,1,false,false,true,2.7.1+cu128
52
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,67.05661157666731,50.101223,14.912772603439375,,cpu,1,true,false,false,2.7.1+cu128
53
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,96.31645133555543,50.101223,10.382442315239741,,cpu,1,true,true,false,2.7.1+cu128
54
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,4.191634230166831,50.101223,238.5704346059315,,cuda,512,false,false,false,2.7.1+cu128
55
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,2.9867022363255686,50.101223,334.8174410684688,,cuda,512,true,false,false,2.7.1+cu128
56
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,1.4900529572916335,50.101223,671.1170868836978,,cuda,512,true,true,false,2.7.1+cu128
57
+ rdnet s,RDNet,0.9715725247295923,0.9946842932421189,0.9443315226943826,21634,615,384,false,false,false,,50.101223,,274.9931640625,cuda,1,false,false,false,2.7.1+cu128
58
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,20.26276059110791,25.014047,49.35161699728313,,cpu,1,false,false,false,2.7.1+cu128
59
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,96.09726588998454,25.014047,10.406123324516166,,cpu,1,false,false,true,2.7.1+cu128
60
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,15.154197009994984,25.014047,65.98831989187205,,cpu,1,true,false,false,2.7.1+cu128
61
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,11.345280230000046,25.014047,88.14237989077824,,cpu,1,true,true,false,2.7.1+cu128
62
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.9450033750651224,25.014047,1058.197278852139,,cuda,512,false,false,false,2.7.1+cu128
63
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.5843017883334293,25.014047,1711.4443596899523,,cuda,512,true,false,false,2.7.1+cu128
64
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,0.2670321213802633,25.014047,3744.8678265037797,,cuda,512,true,true,false,2.7.1+cu128
65
+ resnet v1 50,ResNet v1,0.9392622723490801,0.978274937598225,0.8925641279364709,21634,1314,256,false,false,false,,25.014047,,122.0400390625,cuda,1,false,false,false,2.7.1+cu128
66
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,31.765413161111713,38.654175,31.480780524656726,,cpu,1,false,false,false,2.7.1+cu128
67
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,237.93053575995143,38.654175,4.202907360360428,,cpu,1,false,false,true,2.7.1+cu128
68
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,26.758485717792713,38.654175,37.37132252349627,,cpu,1,true,false,false,2.7.1+cu128
69
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,21.761478306660944,38.654175,45.95276046544647,,cpu,1,true,true,false,2.7.1+cu128
70
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,1.3221407308983166,38.654175,756.3491363892549,,cuda,512,false,false,false,2.7.1+cu128
71
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.8750556763410107,38.654175,1142.784427365166,,cuda,512,true,false,false,2.7.1+cu128
72
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,0.43880578802069675,38.654175,2278.912510499597,,cuda,512,true,true,false,2.7.1+cu128
73
+ rope deit3 reg4 m14,RoPE DeiT3,0.94785985023574,0.986086715355459,0.9074774733545122,21634,1128,252,false,false,false,,38.654175,,167.73388671875,cuda,1,false,false,false,2.7.1+cu128
74
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,91.78707446333848,49.533657,10.894780183885468,,cpu,1,false,false,false,2.7.1+cu128
75
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,541.5412951400504,49.533657,1.8465812468491174,,cpu,1,false,false,true,2.7.1+cu128
76
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,73.36740485665763,49.533657,13.630030964755546,,cpu,1,true,false,false,2.7.1+cu128
77
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,52.892460093329035,49.533657,18.906286420323323,,cpu,1,true,true,false,2.7.1+cu128
78
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,5.946726186770796,49.533657,168.159751868956,,cuda,512,false,false,false,2.7.1+cu128
79
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,3.6696029523608966,49.533657,272.5090460690398,,cuda,512,true,false,false,2.7.1+cu128
80
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,2.1678185732290935,49.533657,461.2932153775401,,cuda,512,true,true,false,2.7.1+cu128
81
+ swin transformer v2 s (i),Swin Transformer v2,0.9790145141906259,0.9966719053341961,0.9576527532286789,21634,454,384,true,false,false,,49.533657,,262.33642578125,cuda,1,false,false,false,2.7.1+cu128
82
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,41.45970479332997,26.442527,24.119805121257876,,cpu,1,false,false,false,2.7.1+cu128
83
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,164.70494530003634,26.442527,6.0714631134987505,,cpu,1,false,false,true,2.7.1+cu128
84
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,40.02222629000446,26.442527,24.986116283335036,,cpu,1,true,false,false,2.7.1+cu128
85
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,36.41691649444207,26.442527,27.459765852296126,,cpu,1,true,true,false,2.7.1+cu128
86
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,2.0792286092188306,26.442527,480.94759545257585,,cuda,512,false,false,false,2.7.1+cu128
87
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.7832681807031276,26.442527,560.7681507588547,,cuda,512,true,false,false,2.7.1+cu128
88
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,1.1017512649738137,26.442527,907.6458832327893,,cuda,512,true,true,false,2.7.1+cu128
89
+ van b2,VAN,0.9595544051030784,0.9906166219839142,0.9240413460766104,21634,875,256,false,false,false,,26.442527,,130.68994140625,cuda,1,false,false,false,2.7.1+cu128
90
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,57.61781713889731,26.442527,17.355742540355774,,cpu,1,false,false,false,2.7.1+cu128
91
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,359.6292071600328,26.442527,2.780641783510665,,cpu,1,false,false,true,2.7.1+cu128
92
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,39.97703235665944,26.442527,25.014363024208283,,cpu,1,true,false,false,2.7.1+cu128
93
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,35.1915922055519,26.442527,28.41587826316759,,cpu,1,true,true,false,2.7.1+cu128
94
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.775268316994005,26.442527,209.41231646423847,,cuda,512,false,false,false,2.7.1+cu128
95
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,3.8403100717559506,26.442527,260.39564027775447,,cuda,512,true,false,false,2.7.1+cu128
96
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,4.0726347621224095,26.442527,245.54129167204297,,cuda,512,true,true,false,2.7.1+cu128
97
+ van b2,VAN,0.9674586299343626,0.9936673754275677,0.939669155834456,21634,704,384,false,false,false,,26.442527,,157.22119140625,cuda,1,false,false,false,2.7.1+cu128
98
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,65.58106983555868,86.370015,15.24830263531002,,cpu,1,false,false,false,2.7.1+cu128
99
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,921.3939794700128,86.370015,1.0853120622463819,,cpu,1,false,false,true,2.7.1+cu128
100
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,67.2294741444542,86.370015,14.874428406971122,,cpu,1,true,false,false,2.7.1+cu128
101
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,41.98840529777549,86.370015,23.816098585029593,,cpu,1,true,true,false,2.7.1+cu128
102
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.219473070546807,86.370015,310.6098352393289,,cuda,512,false,false,false,2.7.1+cu128
103
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,3.1229820011719767,86.370015,320.2067766079744,,cuda,512,true,false,false,2.7.1+cu128
104
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,1.5422336772917333,86.370015,648.4101694342894,,cuda,512,true,true,false,2.7.1+cu128
105
+ "vit reg4 b16 (mim, i)",ViT,0.9712027364333918,0.9947305167791439,0.945025817784609,21634,623,384,true,true,false,,86.370015,,362.62890625,cuda,1,false,false,false,2.7.1+cu128
results_eu-common.csv ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
2
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,61.99039349888658,28.410179,16.13153173512217,,cpu,1,false,false,false,2.7.1+cu128
3
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,290.847099609964,28.410179,3.4382326705029356,,cpu,1,false,false,true,2.7.1+cu128
4
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,39.91391425999205,28.410179,25.053919630286824,,cpu,1,true,false,false,2.7.1+cu128
5
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,23.801223051106916,28.410179,42.01464764448284,,cpu,1,true,true,false,2.7.1+cu128
6
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,3.630616264375135,28.410179,275.4353330624188,,cuda,512,false,false,false,2.7.1+cu128
7
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,1.6661011550000164,28.410179,600.2036533009847,,cuda,512,true,false,false,2.7.1+cu128
8
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,0.8088735078774789,28.410179,1236.2872442491605,,cuda,512,true,true,false,2.7.1+cu128
9
+ convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,false,,28.410179,,168.61767578125,cuda,1,false,false,false,2.7.1+cu128
10
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,89.36738767666006,88.449443,11.189764252907311,,cpu,1,false,false,false,2.7.1+cu128
11
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,767.8629620900028,88.449443,1.3023157117490816,,cpu,1,false,false,true,2.7.1+cu128
12
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,93.28376135556027,88.449443,10.719979399076772,,cpu,1,true,false,false,2.7.1+cu128
13
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,69.13238831666402,88.449443,14.465000043387116,,cpu,1,true,true,false,2.7.1+cu128
14
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,7.177016006961721,88.449443,139.33367280078488,,cuda,512,false,false,false,2.7.1+cu128
15
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,4.809228156236903,88.449443,207.9335742686981,,cuda,512,true,false,false,2.7.1+cu128
16
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,2.5826369705077923,88.449443,387.20114805890904,,cuda,512,true,true,false,2.7.1+cu128
17
+ focalnet b lrf (i),FocalNet,0.9797242906017307,0.9978868987723888,0.9576346848165778,19876,403,384,true,false,false,,88.449443,,401.52099609375,cuda,1,false,false,false,2.7.1+cu128
18
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,64.91505863444117,51.023555,15.404746156532664,,cpu,1,false,false,false,2.7.1+cu128
19
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,542.7062925399514,51.023555,1.8426172936374878,,cpu,1,false,false,true,2.7.1+cu128
20
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,60.76916777554692,51.023555,16.45571326060504,,cpu,1,true,false,false,2.7.1+cu128
21
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,47.41917440777696,51.023555,21.088515616079462,,cpu,1,true,true,false,2.7.1+cu128
22
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,4.653973003732467,51.023555,214.87017634137632,,cuda,512,false,false,false,2.7.1+cu128
23
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,3.627451714270933,51.023555,275.67561990304426,,cuda,512,true,false,false,2.7.1+cu128
24
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,2.4856896446745695,51.023555,402.3028386276765,,cuda,512,true,true,false,2.7.1+cu128
25
+ "hiera abswin base (mim, i)",Hiera,0.9756490239484806,0.9970315958945462,0.9523743989563638,19876,484,384,true,true,false,,51.023555,,260.0283203125,cuda,1,false,false,false,2.7.1+cu128
26
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,36.63597334889346,32.215531,27.295576139788945,,cpu,1,false,false,false,2.7.1+cu128
27
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,115.86037998000393,32.215531,8.631078200956942,,cpu,1,false,false,true,2.7.1+cu128
28
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,22.652179730001887,32.215531,44.145861984113644,,cpu,1,true,false,false,2.7.1+cu128
29
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,19.2270593388821,32.215531,52.010033483265985,,cpu,1,true,true,false,2.7.1+cu128
30
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,1.3720918911328304,32.215531,728.8141606713945,,cuda,512,false,false,false,2.7.1+cu128
31
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,0.9325844542970192,32.215531,1072.2889443335173,,cuda,512,true,false,false,2.7.1+cu128
32
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,0.472208848971339,32.215531,2117.707031916921,,cuda,512,true,true,false,2.7.1+cu128
33
+ mobilenet v4 l,MobileNet v4,0.9247333467498491,0.9789192996578788,0.8698557568108318,19876,1496,384,false,false,false,,32.215531,,154.1103515625,cuda,1,false,false,false,2.7.1+cu128
34
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,25.229741314429297,10.941953,39.63576112562374,,cpu,1,false,false,false,2.7.1+cu128
35
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,44.16591137996875,10.941953,22.641896629207693,,cpu,1,false,false,true,2.7.1+cu128
36
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,21.48919884888326,10.941953,46.53500612248127,,cpu,1,true,false,false,2.7.1+cu128
37
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,62.454367633343075,10.941953,16.011690421249593,,cpu,1,true,true,false,2.7.1+cu128
38
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,0.6704033479036298,10.941953,1491.6393289607342,,cuda,512,false,false,false,2.7.1+cu128
39
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,0.5811224926041328,10.941953,1720.8075968954297,,cuda,512,true,false,false,2.7.1+cu128
40
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,0.3667443931770246,10.941953,2726.6947187310043,,cuda,512,true,true,false,2.7.1+cu128
41
+ regnet y 1 6g,RegNet,0.9336888710002013,0.9819380156973234,0.8802908374147088,19876,1318,256,false,false,false,,10.941953,,60.15380859375,cuda,1,false,false,false,2.7.1+cu128
42
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,51.27806688443849,38.790491,19.5015151849157,,cpu,1,false,false,false,2.7.1+cu128
43
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,403.25559999997495,38.790491,2.479816771298556,,cpu,1,false,false,true,2.7.1+cu128
44
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,33.26112496555046,38.790491,30.06512861593617,,cpu,1,true,false,false,2.7.1+cu128
45
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,40.53642091000155,38.790491,24.6691734877183,,cpu,1,true,true,false,2.7.1+cu128
46
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,3.9102406560646665,38.790491,255.73873527426755,,cuda,512,false,false,false,2.7.1+cu128
47
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,3.7783215413022244,38.790491,264.6677867589171,,cuda,512,true,false,false,2.7.1+cu128
48
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,2.2106554029035883,38.790491,452.3545364359134,,cuda,512,true,true,false,2.7.1+cu128
49
+ regnet y 8g (i),RegNet,0.967750050311934,0.9940631917890924,0.9351102754454361,19876,641,384,true,false,false,,38.790491,,252.2021484375,cuda,1,false,false,false,2.7.1+cu128
50
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,90.3345632300059,304.026307,11.069959982579912,,cpu,1,false,false,false,2.7.1+cu128
51
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,1290.5316141400544,304.026307,0.7748744695931761,,cpu,1,false,false,true,2.7.1+cu128
52
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,100.57067999889517,304.026307,9.94325582775204,,cpu,1,true,false,false,2.7.1+cu128
53
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,67.93046316445624,304.026307,14.720935989778992,,cpu,1,true,true,false,2.7.1+cu128
54
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,3.654385917799535,304.026307,273.6437865331266,,cuda,512,false,false,false,2.7.1+cu128
55
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,3.556014844726481,304.026307,281.2136742013284,,cuda,512,true,false,false,2.7.1+cu128
56
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,2.0366849921485177,304.026307,490.9939454825023,,cuda,512,true,true,false,2.7.1+cu128
57
+ vit l16 (mim),ViT,0.9364560273696921,0.9795230428657677,0.8890892510427465,19876,1263,256,false,true,false,,304.026307,,1182.3896484375,cuda,1,false,false,false,2.7.1+cu128
results_il-all.csv ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
2
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,93.33982696221534,25.305286,10.713540324054891,,cpu,1,false,false,false,2.7.1+cu128
3
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,505.5636300399783,25.305286,1.977990386533389,,cpu,1,false,false,true,2.7.1+cu128
4
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,82.82594889665941,25.305286,12.073510938554822,,cpu,1,true,false,false,2.7.1+cu128
5
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,60.31419285445332,25.305286,16.57984551684446,,cpu,1,true,true,false,2.7.1+cu128
6
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,6.554189445299509,25.305286,152.57416776641594,,cuda,512,false,false,false,2.7.1+cu128
7
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,5.037515397226571,25.305286,198.51055950132778,,cuda,512,true,false,false,2.7.1+cu128
8
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,2.493425580442856,25.305286,401.0546806944969,,cuda,512,true,true,false,2.7.1+cu128
9
+ biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,false,false,,25.305286,,144.013671875,cuda,1,false,false,false,2.7.1+cu128
10
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,42.11685754556028,28.014118,23.743461841098693,,cpu,1,false,false,false,2.7.1+cu128
11
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,254.46004104000164,28.014118,3.9298901152137984,,cpu,1,false,false,true,2.7.1+cu128
12
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,39.93616646333572,28.014118,25.039959729686927,,cpu,1,true,false,false,2.7.1+cu128
13
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,29.580186881115274,28.014118,33.8064125158866,,cpu,1,true,true,false,2.7.1+cu128
14
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,2.386308912968881,28.014118,419.0572287457406,,cuda,512,false,false,false,2.7.1+cu128
15
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,1.9429887217578803,28.014118,514.6710265488674,,cuda,512,true,false,false,2.7.1+cu128
16
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,1.0103789301954673,28.014118,989.7276854402938,,cuda,512,true,true,false,2.7.1+cu128
17
+ davit tiny,DaViT,0.9630524676440578,0.9899575747811611,0.9201027463869735,18621,688,384,false,false,false,,28.014118,,167.8271484375,cuda,1,false,false,false,2.7.1+cu128
18
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,64.39252574443042,23.82727,15.529752691623443,,cpu,1,false,false,false,2.7.1+cu128
19
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,403.09192858010647,23.82727,2.4808236759354263,,cpu,1,false,false,true,2.7.1+cu128
20
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,46.54160813666143,23.82727,21.48615056582643,,cpu,1,true,false,false,2.7.1+cu128
21
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,37.19359622555202,23.82727,26.88634876648468,,cpu,1,true,true,false,2.7.1+cu128
22
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,5.097717874542165,23.82727,196.1662109615691,,cuda,512,false,false,false,2.7.1+cu128
23
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,2.9394099380988337,23.82727,340.20433388300546,,cuda,512,true,false,false,2.7.1+cu128
24
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,1.5522623452735236,23.82727,644.2209997845373,,cuda,512,true,true,false,2.7.1+cu128
25
+ mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,,23.82727,,261.55126953125,cuda,1,false,false,false,2.7.1+cu128
results_il-common.csv CHANGED
The diff for this file is too large to render. See raw diff