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App Files Community
hassonofer commited on
Commit
dcd45ee
·
1 Parent(s): 7b76519

Update data

Browse files
Files changed (5) hide show
  1. app.py +6 -6
  2. results_arabian-peninsula.csv +112 -104
  3. results_danube-delta.csv +16 -16
  4. results_eu-common.csv +72 -56
  5. results_il-all.csv +56 -48
app.py CHANGED
@@ -283,17 +283,17 @@ def app() -> None:
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  * GPU: A5000 ADA Generation
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  * CPU: AMD Ryzen Threadripper PRO 7975WX
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- * PyTorch version: 2.7.1+cu128
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288
  ### Dataset Information
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290
  | Name | Training samples | Validation samples | Classes |
291
  |---------------------|------------------|--------------------|-------------|
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- | arabian-peninsula | 583,868 | 21,634 | 735 |
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- | eu-common | 569,784 | 19,869 | 707 |
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- | il-all | 462,430 | 18,621 | 550 |
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- | il-common | 330,880 | 15,828 | 371 |
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- | danube-delta | 325,989 | 13,421 | 368 |
297
  """
298
  )
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283
 
284
  * GPU: A5000 ADA Generation
285
  * CPU: AMD Ryzen Threadripper PRO 7975WX
286
+ * PyTorch version: 2.8.0+cu128
287
 
288
  ### Dataset Information
289
 
290
  | Name | Training samples | Validation samples | Classes |
291
  |---------------------|------------------|--------------------|-------------|
292
+ | arabian-peninsula | 583,911 | 21,641 | 735 |
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+ | eu-common | 569,855 | 19,877 | 707 |
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+ | il-all | 462,429 | 18,622 | 550 |
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+ | il-common | 330,880 | 15,816 | 371 |
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+ | danube-delta | 325,998 | 13,421 | 368 |
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  """
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  )
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results_arabian-peninsula.csv CHANGED
@@ -1,105 +1,113 @@
1
  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
2
- crossformer s,CrossFormer,0.9545160395673477,0.9880281039105112,0.9191056899197354,21634,984,256,false,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,false,,86.370015,,362.62890625,cuda,1,false,false,false,2.7.1+cu128
 
 
 
 
 
 
 
 
 
1
  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
2
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,30.6874824835298,30.453609,32.586576645272466,,cpu,1,false,false,false,2.8.0+cu128
3
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,125.32338585937394,30.453609,7.979356710982142,,cpu,1,false,false,true,2.8.0+cu128
4
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,33.94792104553845,30.453609,29.456884816557075,,cpu,1,true,false,false,2.8.0+cu128
5
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,25.751442858794082,30.453609,38.832775525760546,,cpu,1,true,true,false,2.8.0+cu128
6
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,1.108927833386891,30.453609,901.771936723598,,cuda,512,false,false,false,2.8.0+cu128
7
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,0.9192001047116113,30.453609,1087.9024000043373,,cuda,512,true,false,false,2.8.0+cu128
8
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,0.47396236942707526,30.453609,2109.872142821798,,cuda,512,true,true,false,2.8.0+cu128
9
+ crossformer s,CrossFormer,0.9560556351370084,0.9883554364400906,0.9220050343813863,21641,951,256,false,false,false,false,,30.453609,,148.89404296875,cuda,1,false,false,false,2.8.0+cu128
10
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,47.108298276499326,30.453609,21.227682522738565,,cpu,1,false,false,false,2.8.0+cu128
11
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,284.71676408080384,30.453609,3.5122624522249617,,cpu,1,false,false,true,2.8.0+cu128
12
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,41.44210262431039,30.453609,24.130049796589933,,cpu,1,true,false,false,2.8.0+cu128
13
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,31.214135454501953,30.453609,32.036767491369744,,cpu,1,true,true,false,2.8.0+cu128
14
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,3.014410426621907,30.453609,331.73982917802203,,cuda,512,false,false,false,2.8.0+cu128
15
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,2.359090152539365,30.453609,423.89223613331734,,cuda,512,true,false,false,2.8.0+cu128
16
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,1.3143591578379223,30.453609,760.8270494687062,,cuda,512,true,true,false,2.8.0+cu128
17
+ crossformer s,CrossFormer,0.9687629961646874,0.9925604177256134,0.9432526964670293,21641,676,384,false,false,false,false,,30.453609,,185.40869140625,cuda,1,false,false,false,2.8.0+cu128
18
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,31.26698763575405,21.119023,31.98261411203208,,cpu,1,false,false,false,2.8.0+cu128
19
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,75.16511790920049,21.119023,13.304043521996475,,cpu,1,false,false,true,2.8.0+cu128
20
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,26.969542506461345,21.119023,37.07886404674535,,cpu,1,true,false,false,2.8.0+cu128
21
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,63.12589295881076,21.119023,15.841360068403208,,cpu,1,true,true,false,2.8.0+cu128
22
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,0.9665053406661172,21.119023,1034.6554311958569,,cuda,512,false,false,false,2.8.0+cu128
23
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,0.6862886726321449,21.119023,1457.1127863216334,,cuda,512,true,false,false,2.8.0+cu128
24
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,0.38049427317673684,21.119023,2628.160449436008,,cuda,512,true,true,false,2.8.0+cu128
25
+ efficientnet v2 s,EfficientNet v2,0.9543921260570214,0.9885402707823113,0.914386798320955,21641,987,256,false,false,false,false,,21.119023,,101.4638671875,cuda,1,false,false,false,2.8.0+cu128
26
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,87.91669422450165,88.478143,11.374404017585414,,cpu,1,false,false,false,2.8.0+cu128
27
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,764.3512984691188,88.478143,1.3082989484061194,,cpu,1,false,false,true,2.8.0+cu128
28
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,92.78261276660487,88.478143,10.777881439009537,,cpu,1,true,false,false,2.8.0+cu128
29
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,64.4785918155685,88.478143,15.509023566462995,,cpu,1,true,true,false,2.8.0+cu128
30
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,7.157136907121133,88.478143,139.7206750376719,,cuda,512,false,false,false,2.8.0+cu128
31
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,4.754205331837512,88.478143,210.3400947584857,,cuda,512,true,false,false,2.8.0+cu128
32
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,2.6256402816640425,88.478143,380.85948291676635,,cuda,512,true,true,false,2.8.0+cu128
33
+ focalnet b lrf (i),FocalNet,0.983503534956795,0.9986599510188993,0.9664368665449942,21641,357,384,true,false,false,false,,88.478143,,401.63037109375,cuda,1,false,false,false,2.8.0+cu128
34
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,71.5838412477428,19.763279,13.969633126268317,,cpu,1,false,false,false,2.8.0+cu128
35
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,365.4334223899059,19.763279,2.7364765747480853,,cpu,1,false,false,true,2.8.0+cu128
36
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,55.47790119683163,19.763279,18.025195229575672,,cpu,1,true,false,false,2.8.0+cu128
37
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,39.39720167571472,19.763279,25.38251341379968,,cpu,1,true,true,false,2.8.0+cu128
38
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,3.9403694135118994,19.763279,253.7833119328623,,cuda,512,false,false,false,2.8.0+cu128
39
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,2.9473281672138305,19.763279,339.2903481614402,,cuda,512,true,false,false,2.8.0+cu128
40
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,1.433491837527375,19.763279,697.5972752833364,,cuda,512,true,true,false,2.8.0+cu128
41
+ iformer s,iFormer,0.9739383577468693,0.9958874358855876,0.9551956362438472,21641,564,384,false,false,false,false,,19.763279,,134.71484375,cuda,1,false,false,false,2.8.0+cu128
42
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,36.280097406771446,50.101223,27.563321806665172,,cpu,1,false,false,false,2.8.0+cu128
43
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,203.7882486404851,50.101223,4.907054291261706,,cpu,1,false,false,true,2.8.0+cu128
44
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,50.807251971111526,50.101223,19.682229626758588,,cpu,1,true,false,false,2.8.0+cu128
45
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,77.76978967556109,50.101223,12.858463474978985,,cpu,1,true,true,false,2.8.0+cu128
46
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,1.8058064685404436,50.101223,553.7691980958831,,cuda,512,false,false,false,2.8.0+cu128
47
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,1.251630597723003,50.101223,798.9577770144199,,cuda,512,true,false,false,2.8.0+cu128
48
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,0.6555782591021854,50.101223,1525.3709013619525,,cuda,512,true,true,false,2.8.0+cu128
49
+ rdnet s,RDNet,0.9614158310614113,0.9908507000600711,0.9245174094574446,21641,835,256,false,false,false,false,,50.101223,,235.50390625,cuda,1,false,false,false,2.8.0+cu128
50
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,49.1813001422108,50.101223,20.332931360261675,,cpu,1,false,false,false,2.8.0+cu128
51
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,443.0810389807448,50.101223,2.256923479055617,,cpu,1,false,false,true,2.8.0+cu128
52
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,65.83035432345544,50.101223,15.190560802491362,,cpu,1,true,false,false,2.8.0+cu128
53
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,94.22349704119067,50.101223,10.61306395328164,,cpu,1,true,true,false,2.8.0+cu128
54
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,4.123722742602695,50.101223,242.49932946967436,,cuda,512,false,false,false,2.8.0+cu128
55
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,2.896273329257989,50.101223,345.2712801302476,,cuda,512,true,false,false,2.8.0+cu128
56
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,1.4876842570447482,50.101223,672.1856437376557,,cuda,512,true,true,false,2.8.0+cu128
57
+ rdnet s,RDNet,0.9717203456402199,0.9951943071022596,0.9439949216695254,21641,612,384,false,false,false,false,,50.101223,,274.9931640625,cuda,1,false,false,false,2.8.0+cu128
58
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,20.513939715456218,25.014047,48.747340290102855,,cpu,1,false,false,false,2.8.0+cu128
59
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,91.27245787996799,25.014047,10.956207636208237,,cpu,1,false,false,true,2.8.0+cu128
60
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,13.89483831434821,25.014047,71.96917138412263,,cpu,1,true,false,false,2.8.0+cu128
61
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,10.91075754439872,25.014047,91.65266443972739,,cpu,1,true,true,false,2.8.0+cu128
62
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,0.9432072838535532,25.014047,1060.2123383890923,,cuda,512,false,false,false,2.8.0+cu128
63
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,0.582659719439107,25.014047,1716.2676029203503,,cuda,512,true,false,false,2.8.0+cu128
64
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,0.2651269986320889,25.014047,3771.777318641467,,cuda,512,true,true,false,2.8.0+cu128
65
+ resnet v1 50,ResNet v1,0.9405295503904626,0.9789750935723858,0.8988661977805354,21641,1287,256,false,false,false,false,,25.014047,,122.0400390625,cuda,1,false,false,false,2.8.0+cu128
66
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,30.73981826995603,38.654175,32.53109667786694,,cpu,1,false,false,false,2.8.0+cu128
67
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,232.56118088029325,38.654175,4.2999437662587905,,cpu,1,false,false,true,2.8.0+cu128
68
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,27.592960024614715,38.654175,36.241128139494094,,cpu,1,true,false,false,2.8.0+cu128
69
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,22.059908882042187,38.654175,45.331102922825195,,cpu,1,true,true,false,2.8.0+cu128
70
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,1.3196418358317412,38.654175,757.7813713140748,,cuda,512,false,false,false,2.8.0+cu128
71
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,0.8882993012260462,38.654175,1125.7466921563291,,cuda,512,true,false,false,2.8.0+cu128
72
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,0.4399248475025767,38.654175,2273.1155234284483,,cuda,512,true,true,false,2.8.0+cu128
73
+ rope deit3 reg4 m14,RoPE DeiT3,0.9487084700337323,0.9863684672612172,0.9082276036194007,21641,1110,252,false,false,false,false,,38.654175,,167.73388671875,cuda,1,false,false,false,2.8.0+cu128
74
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,92.48622617115164,49.533657,10.812420847937254,,cpu,1,false,false,false,2.8.0+cu128
75
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,522.520383480005,49.533657,1.9138009379461203,,cpu,1,false,false,true,2.8.0+cu128
76
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,73.85680828890247,49.533657,13.539713171578489,,cpu,1,true,false,false,2.8.0+cu128
77
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,55.38713398441259,49.533657,18.0547345215845,,cpu,1,true,true,false,2.8.0+cu128
78
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,5.94094066900046,49.533657,168.32351233836613,,cuda,512,false,false,false,2.8.0+cu128
79
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,3.6759613613139663,49.533657,272.03767986357497,,cuda,512,true,false,false,2.8.0+cu128
80
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,2.1525407059380086,49.533657,464.5672888979035,,cuda,512,true,true,false,2.8.0+cu128
81
+ swin transformer v2 s (i),Swin Transformer v2,0.9804537683101521,0.9973661106233538,0.9594287443111728,21641,423,384,true,false,false,false,,49.533657,,262.33642578125,cuda,1,false,false,false,2.8.0+cu128
82
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,41.192548248865116,26.442527,24.276235448180863,,cpu,1,false,false,false,2.8.0+cu128
83
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,162.2099933284335,26.442527,6.16484829005114,,cpu,1,false,false,true,2.8.0+cu128
84
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,36.405508830988154,26.442527,27.46837036786053,,cpu,1,true,false,false,2.8.0+cu128
85
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,35.97227358906012,26.442527,27.79918810314285,,cpu,1,true,true,false,2.8.0+cu128
86
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,2.104192053684528,26.442527,475.24179090447484,,cuda,512,false,false,false,2.8.0+cu128
87
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,1.80148694618462,26.442527,555.097000351796,,cuda,512,true,false,false,2.8.0+cu128
88
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,1.0999692449361949,26.442527,909.1163272096815,,cuda,512,true,true,false,2.8.0+cu128
89
+ van b2,VAN,0.9601219906658657,0.991266577330068,0.9250347601022708,21641,863,256,false,false,false,false,,26.442527,,130.68994140625,cuda,1,false,false,false,2.8.0+cu128
90
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,57.08713821652862,26.442527,17.51708057613697,,cpu,1,false,false,false,2.8.0+cu128
91
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,342.4264120100998,26.442527,2.9203354791759035,,cpu,1,false,false,true,2.8.0+cu128
92
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,39.22499981993395,26.442527,25.493945305050197,,cpu,1,true,false,false,2.8.0+cu128
93
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,35.8911750300063,26.442527,27.86200226556986,,cpu,1,true,true,false,2.8.0+cu128
94
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,4.830303045729082,26.442527,207.026348146871,,cuda,512,false,false,false,2.8.0+cu128
95
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,5.63635233507739,26.442527,177.41971057710137,,cuda,512,true,false,false,2.8.0+cu128
96
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,4.060460142997423,26.442527,246.27750668223578,,cuda,512,true,true,false,2.8.0+cu128
97
+ van b2,VAN,0.9683933274802459,0.9937156323644933,0.943672567416734,21641,684,384,false,false,false,false,,26.442527,,157.22119140625,cuda,1,false,false,false,2.8.0+cu128
98
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,85.22591806999925,64.562655,11.733519833469702,,cpu,1,false,false,false,2.8.0+cu128
99
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,771.2997030210681,64.562655,1.2965128808984967,,cpu,1,false,false,true,2.8.0+cu128
100
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,70.0507627800107,64.562655,14.275362041958441,,cpu,1,true,false,false,2.8.0+cu128
101
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,56.583614503292154,64.562655,17.672960781637904,,cpu,1,true,true,false,2.8.0+cu128
102
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,4.255196030508159,64.562655,235.00679941191314,,cuda,512,false,false,false,2.8.0+cu128
103
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,3.2737209091040618,64.562655,305.4628136500725,,cuda,512,true,false,false,2.8.0+cu128
104
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,1.4544403384631246,64.562655,687.5496873640607,,cuda,512,true,true,false,2.8.0+cu128
105
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9821172773901391,0.9982440737489026,0.9637638546916149,21641,387,384,true,false,false,true,,64.562655,,268.29833984375,cuda,1,false,false,false,2.8.0+cu128
106
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,66.02892951237865,86.370015,15.144876759095826,,cpu,1,false,false,false,2.8.0+cu128
107
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,890.1773577393031,86.370015,1.1233716419608815,,cpu,1,false,false,true,2.8.0+cu128
108
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,66.20487995005938,86.370015,15.104626739816378,,cpu,1,true,false,false,2.8.0+cu128
109
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,42.39025047566328,86.370015,23.590330058891993,,cpu,1,true,true,false,2.8.0+cu128
110
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,3.210612297774181,86.370015,311.46706835118937,,cuda,512,false,false,false,2.8.0+cu128
111
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,3.099154766338567,86.370015,322.6686227036766,,cuda,512,true,false,false,2.8.0+cu128
112
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,1.519152640245617,86.370015,658.2617003109837,,cuda,512,true,true,false,2.8.0+cu128
113
+ "vit reg4 b16 (mim, i)",ViT,0.9719975971535512,0.9946860126611524,0.9455137580181738,21641,606,384,true,true,false,false,,86.370015,,362.62890625,cuda,1,false,false,false,2.8.0+cu128
results_danube-delta.csv CHANGED
@@ -1,17 +1,17 @@
1
  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
2
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,19.765755799598992,9.926388,50.59255057781742,,cpu,1,false,false,false,2.7.1+cu128
3
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,41.49642400909215,9.926388,24.098462069427793,,cpu,1,false,false,true,2.7.1+cu128
4
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,12.314093505653243,9.926388,81.20776405838666,,cpu,1,true,false,false,2.7.1+cu128
5
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,12.589884964335296,9.926388,79.42884330022126,,cpu,1,true,true,false,2.7.1+cu128
6
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.572019684756621,9.926388,1748.1915861435314,,cuda,512,false,false,false,2.7.1+cu128
7
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.28315245001673855,9.926388,3531.6664218899928,,cuda,512,true,false,false,2.7.1+cu128
8
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.16571108542848378,9.926388,6034.599299221727,,cuda,512,true,true,false,2.7.1+cu128
9
- hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,,9.926388,,59.28076171875,cuda,1,false,false,false,2.7.1+cu128
10
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,51.49240906660756,22.085296,19.420338223182736,,cpu,1,false,false,false,2.7.1+cu128
11
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,104.19228191021828,22.085296,9.597639879522866,,cpu,1,false,false,true,2.7.1+cu128
12
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,34.961413199909856,22.085296,28.60296276589238,,cpu,1,true,false,false,2.7.1+cu128
13
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,29.055575625453557,22.085296,34.416802230686834,,cpu,1,true,true,false,2.7.1+cu128
14
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,1.5634477716533486,22.085296,639.6120280644222,,cuda,512,false,false,false,2.7.1+cu128
15
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,0.9054537902496426,22.085296,1104.4185918359126,,cuda,512,true,false,false,2.7.1+cu128
16
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,0.46128817339801265,22.085296,2167.8422679550713,,cuda,512,true,true,false,2.7.1+cu128
17
- hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,,22.085296,,104.1552734375,cuda,1,false,false,false,2.7.1+cu128
 
1
  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
2
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,19.898766353208988,9.926388,50.2543716655447,,cpu,1,false,false,false,2.8.0+cu128
3
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,40.03359011141583,9.926388,24.97902379519152,,cpu,1,false,false,true,2.8.0+cu128
4
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,12.594250411105653,9.926388,79.40131149990448,,cpu,1,true,false,false,2.8.0+cu128
5
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,12.581622993263107,9.926388,79.48100181792564,,cpu,1,true,true,false,2.8.0+cu128
6
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.583297236744329,9.926388,1714.3918006220906,,cuda,512,false,false,false,2.8.0+cu128
7
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.2851140652486114,9.926388,3507.368179567109,,cuda,512,true,false,false,2.8.0+cu128
8
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,0.1560931233204125,9.926388,6406.432126720272,,cuda,512,true,true,false,2.8.0+cu128
9
+ hgnet v2 b2,HGNet v2,0.9520154980999925,0.9843528798152149,0.9262180673733621,13421,644,256,false,false,false,false,,9.926388,,60.9423828125,cuda,1,false,false,false,2.8.0+cu128
10
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,50.74372617553712,22.085296,19.70686970327549,,cpu,1,false,false,false,2.8.0+cu128
11
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,104.11732353037225,22.085296,9.604549618568406,,cpu,1,false,false,true,2.8.0+cu128
12
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,34.98256406979635,22.085296,28.58566907802483,,cpu,1,true,false,false,2.8.0+cu128
13
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,28.837955420992028,22.085296,34.676522152887074,,cpu,1,true,true,false,2.8.0+cu128
14
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,1.5640803194006971,22.085296,639.3533551928882,,cuda,512,false,false,false,2.8.0+cu128
15
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,0.9045527536333491,22.085296,1105.518717380788,,cuda,512,true,false,false,2.8.0+cu128
16
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,0.4616852226172341,22.085296,2165.977923943783,,cuda,512,true,true,false,2.8.0+cu128
17
+ hornet tiny 7x7,HorNet,0.9685567394381939,0.9926980105804336,0.9483648007156489,13421,422,256,false,false,false,false,,22.085296,,104.1552734375,cuda,1,false,false,false,2.8.0+cu128
results_eu-common.csv CHANGED
@@ -1,57 +1,73 @@
1
  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
2
- convnext v2 tiny (i),ConvNeXt v2,0.9734856107868787,0.9953209901388609,0.946932591984274,19876,527,384,true,false,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,false,,304.026307,,1182.3896484375,cuda,1,false,false,false,2.7.1+cu128
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  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
2
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,49.615989905626826,28.410179,20.154792878305397,,cpu,1,false,false,false,2.8.0+cu128
3
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,289.7575148101896,28.410179,3.4511615709261805,,cpu,1,false,false,true,2.8.0+cu128
4
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,40.002518353414615,28.410179,24.998426128204997,,cpu,1,true,false,false,2.8.0+cu128
5
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,24.534996130193274,28.410179,40.75810710112073,,cpu,1,true,true,false,2.8.0+cu128
6
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,3.6268991558335983,28.410179,275.7176191104112,,cuda,512,false,false,false,2.8.0+cu128
7
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,1.655480577801427,28.410179,604.0542023924299,,cuda,512,true,false,false,2.8.0+cu128
8
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,0.8084634376973554,28.410179,1236.9143159376188,,cuda,512,true,true,false,2.8.0+cu128
9
+ convnext v2 tiny (i),ConvNeXt v2,0.9743422045580319,0.9958746289681542,0.9473247841902649,19877,510,384,true,false,false,false,,28.410179,,168.61767578125,cuda,1,false,false,false,2.8.0+cu128
10
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,94.38810159219427,34.492995,10.594555702799495,,cpu,1,false,false,false,2.8.0+cu128
11
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,191.3005636120215,34.492995,5.227376130621913,,cpu,1,false,false,true,2.8.0+cu128
12
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,67.71894152327958,34.492995,14.76691716535812,,cpu,1,true,false,false,2.8.0+cu128
13
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,55.556143220876244,34.492995,17.99980959845016,,cpu,1,true,true,false,2.8.0+cu128
14
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,2.199731942943496,34.492995,454.6008449838139,,cuda,512,false,false,false,2.8.0+cu128
15
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,1.6742290818759404,34.492995,597.2898277931714,,cuda,512,true,false,false,2.8.0+cu128
16
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,0.8614392762259134,34.492995,1160.84792927151,,cuda,512,true,true,false,2.8.0+cu128
17
+ cswin transformer s,CSWin Transformer,0.9571866981938925,0.9901896664486592,0.9208870231694505,19877,851,256,false,false,false,false,,34.492995,,159.080078125,cuda,1,false,false,false,2.8.0+cu128
18
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,88.1994826776079,88.449443,11.337934981492586,,cpu,1,false,false,false,2.8.0+cu128
19
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,762.0029422314838,88.449443,1.312330890838236,,cpu,1,false,false,true,2.8.0+cu128
20
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,94.49736267224782,88.449443,10.582305915439925,,cpu,1,true,false,false,2.8.0+cu128
21
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,64.91241437227775,88.449443,15.405373681911168,,cpu,1,true,true,false,2.8.0+cu128
22
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,7.190699328938434,88.449443,139.068532037708,,cuda,512,false,false,false,2.8.0+cu128
23
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,4.7608469445701,88.449443,210.04666010961188,,cuda,512,true,false,false,2.8.0+cu128
24
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,2.629579489882114,88.449443,380.28894119676556,,cuda,512,true,true,false,2.8.0+cu128
25
+ focalnet b lrf (i),FocalNet,0.9813352115510389,0.9985410273180058,0.963528072416847,19877,371,384,true,false,false,false,,88.449443,,401.52099609375,cuda,1,false,false,false,2.8.0+cu128
26
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,65.92253366459367,51.023555,15.16931987304805,,cpu,1,false,false,false,2.8.0+cu128
27
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,538.4416938596405,51.023555,1.8572113032923436,,cpu,1,false,false,true,2.8.0+cu128
28
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,60.7372256500336,51.023555,16.464367433606128,,cpu,1,true,false,false,2.8.0+cu128
29
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,46.880471721136324,51.023555,21.33084338289933,,cpu,1,true,true,false,2.8.0+cu128
30
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,4.660879566597739,51.023555,214.5517784167852,,cuda,512,false,false,false,2.8.0+cu128
31
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,3.6141351932413577,51.023555,276.69136502421327,,cuda,512,true,false,false,2.8.0+cu128
32
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,2.4725002174485176,51.023555,404.44890275154125,,cuda,512,true,true,false,2.8.0+cu128
33
+ "hiera abswin base (mim, i)",Hiera,0.9779644815616039,0.9976354580671127,0.9550367402844845,19877,438,384,true,true,false,false,,51.023555,,260.0283203125,cuda,1,false,false,false,2.8.0+cu128
34
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,36.38793713335569,32.215531,27.48163481582283,,cpu,1,false,false,false,2.8.0+cu128
35
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,115.63450968125834,32.215531,8.64793739132425,,cpu,1,false,false,true,2.8.0+cu128
36
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,22.575932863530596,32.215531,44.29495808854971,,cpu,1,true,false,false,2.8.0+cu128
37
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,18.366600218901617,32.215531,54.44665795964079,,cpu,1,true,true,false,2.8.0+cu128
38
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,1.384538693397796,32.215531,722.2622269558249,,cuda,512,false,false,false,2.8.0+cu128
39
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,0.9329045955989083,32.215531,1071.9209710377916,,cuda,512,true,false,false,2.8.0+cu128
40
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,0.4618890535675746,32.215531,2165.022081116931,,cuda,512,true,true,false,2.8.0+cu128
41
+ mobilenet v4 l,MobileNet v4,0.9274538411229059,0.9796246918549076,0.8749766013095059,19877,1442,384,false,false,false,false,,32.215531,,154.1103515625,cuda,1,false,false,false,2.8.0+cu128
42
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,25.465169079963946,10.941953,39.269324969328494,,cpu,1,false,false,false,2.8.0+cu128
43
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,43.982201288454235,10.941953,22.736469997069246,,cpu,1,false,false,true,2.8.0+cu128
44
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,19.92898705570648,10.941953,50.178164961658666,,cpu,1,true,false,false,2.8.0+cu128
45
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,61.39740434889164,10.941953,16.28733348917302,,cpu,1,true,true,false,2.8.0+cu128
46
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.9649423012767026,10.941953,1036.3313937806572,,cuda,512,false,false,false,2.8.0+cu128
47
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.5227612437374773,10.941953,1912.9191614330625,,cuda,512,true,false,false,2.8.0+cu128
48
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,0.3646649878252598,10.941953,2742.242972004705,,cuda,512,true,true,false,2.8.0+cu128
49
+ regnet y 1 6g,RegNet,0.9332897318508829,0.9828948030386879,0.8811515254946461,19877,1326,256,false,false,false,false,,10.941953,,60.15380859375,cuda,1,false,false,false,2.8.0+cu128
50
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,56.23054352770042,38.790491,17.783929111540203,,cpu,1,false,false,false,2.8.0+cu128
51
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,405.663593490608,38.790491,2.465096735438627,,cpu,1,false,false,true,2.8.0+cu128
52
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,33.09582399876995,38.790491,30.21529241988857,,cpu,1,true,false,false,2.8.0+cu128
53
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,39.6050297199852,38.790491,25.249318257559278,,cpu,1,true,true,false,2.8.0+cu128
54
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,3.886649945623638,38.790491,257.29098683713426,,cuda,512,false,false,false,2.8.0+cu128
55
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,3.1425782987389543,38.790491,318.21005077304756,,cuda,512,true,false,false,2.8.0+cu128
56
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,1.8237734806795438,38.790491,548.3137081406605,,cuda,512,true,true,false,2.8.0+cu128
57
+ regnet y 8g (i),RegNet,0.9710217839714242,0.9947678221059516,0.9434656619177535,19877,576,384,true,false,false,false,,38.790491,,252.2021484375,cuda,1,false,false,false,2.8.0+cu128
58
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,96.65646351459954,304.026307,10.345919596457762,,cpu,1,false,false,false,2.8.0+cu128
59
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,1295.3518656594679,304.026307,0.7719910138014097,,cpu,1,false,false,true,2.8.0+cu128
60
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,99.18556900332786,304.026307,10.082111843976499,,cpu,1,true,false,false,2.8.0+cu128
61
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,68.12688438221812,304.026307,14.678493065815456,,cpu,1,true,true,false,2.8.0+cu128
62
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,3.7324457863178395,304.026307,267.92083723378806,,cuda,512,false,false,false,2.8.0+cu128
63
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,3.5706920044655517,304.026307,280.0577587619956,,cuda,512,true,false,false,2.8.0+cu128
64
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,2.04418677796942,304.026307,489.19208889186916,,cuda,512,true,true,false,2.8.0+cu128
65
+ vit l16 (mim),ViT,0.9366604618403179,0.9803793328973185,0.8906318957430223,19877,1259,256,false,true,false,false,,304.026307,,1182.3896484375,cuda,1,false,false,false,2.8.0+cu128
66
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,85.04507911986568,64.551875,11.758469865029616,,cpu,1,false,false,false,2.8.0+cu128
67
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,783.354678391479,64.551875,1.2765609596579868,,cpu,1,false,false,true,2.8.0+cu128
68
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,69.42655467117827,64.551875,14.403710579276952,,cpu,1,true,false,false,2.8.0+cu128
69
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,56.113076126720344,64.551875,17.821158079833243,,cpu,1,true,true,false,2.8.0+cu128
70
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,4.205521064792871,64.551875,237.7826634543921,,cuda,512,false,false,false,2.8.0+cu128
71
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,3.2747090334244904,64.551875,305.370642030526,,cuda,512,true,false,false,2.8.0+cu128
72
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,1.4608055741549226,64.551875,684.5537953115362,,cuda,512,true,true,false,2.8.0+cu128
73
+ "vit parallel s16 18x2 ls avg (ssl, i)",ViT Parallel,0.9802787140916638,0.9978870050812497,0.9605643562876234,19877,392,384,true,false,false,true,,64.551875,,268.29833984375,cuda,1,false,false,false,2.8.0+cu128
results_il-all.csv CHANGED
@@ -1,49 +1,57 @@
1
  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
2
- biformer s,BiFormer,0.9712152945599055,0.9941463938563987,0.9381382644401356,18621,536,384,false,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,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,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,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,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,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,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,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,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,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,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,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,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,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,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,false,,28.014118,,167.8271484375,cuda,1,false,false,false,2.7.1+cu128
18
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,19.87907015097638,21.888166,50.304163746355314,,cpu,1,false,false,false,2.7.1+cu128
19
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,94.46642368100584,21.888166,10.585771759252784,,cpu,1,false,false,true,2.7.1+cu128
20
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,19.09039462994163,21.888166,52.38236397856263,,cpu,1,true,false,false,2.7.1+cu128
21
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,18.261421114309794,21.888166,54.76025078992303,,cpu,1,true,true,false,2.7.1+cu128
22
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,0.5079270609257948,21.888166,1968.786617073144,,cuda,512,false,false,false,2.7.1+cu128
23
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,0.36189132359443954,21.888166,2763.260500604511,,cuda,512,true,false,false,2.7.1+cu128
24
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,0.21932339441567214,21.888166,4559.477125840723,,cuda,512,true,true,false,2.7.1+cu128
25
- flexivit reg1 s16 rms ls (ssl),FlexiViT,0.9331937060308254,0.979968852370979,0.8771352923985569,18621,1244,240,false,false,false,true,,21.888166,,96.798828125,cuda,1,false,false,false,2.7.1+cu128
26
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,64.39252574443042,23.82727,15.529752691623443,,cpu,1,false,false,false,2.7.1+cu128
27
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,403.09192858010647,23.82727,2.4808236759354263,,cpu,1,false,false,true,2.7.1+cu128
28
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,46.54160813666143,23.82727,21.48615056582643,,cpu,1,true,false,false,2.7.1+cu128
29
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,37.19359622555202,23.82727,26.88634876648468,,cpu,1,true,true,false,2.7.1+cu128
30
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,5.097717874542165,23.82727,196.1662109615691,,cuda,512,false,false,false,2.7.1+cu128
31
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,2.9394099380988337,23.82727,340.20433388300546,,cuda,512,true,false,false,2.7.1+cu128
32
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,1.5522623452735236,23.82727,644.2209997845373,,cuda,512,true,true,false,2.7.1+cu128
33
- mvit v2 t,MViT v2,0.9705171580473658,0.9943075022823694,0.9343204433638675,18621,549,384,false,false,false,false,,23.82727,,261.55126953125,cuda,1,false,false,false,2.7.1+cu128
34
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,35.366201428955215,25.132006,28.27558402077285,,cpu,1,false,false,false,2.7.1+cu128
35
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,153.23722194880247,25.132006,6.52582960773138,,cpu,1,false,false,true,2.7.1+cu128
36
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,30.60108065656904,25.132006,32.678584499117456,,cpu,1,true,false,false,2.7.1+cu128
37
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,25.654775653448368,25.132006,38.979097440112895,,cpu,1,true,true,false,2.7.1+cu128
38
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,1.2732033949214383,25.132006,785.4204630531196,,cuda,512,false,false,false,2.7.1+cu128
39
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,0.9846254264569629,25.132006,1015.6146420048896,,cuda,512,true,false,false,2.7.1+cu128
40
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,0.49974532162802154,25.132006,2001.019232640933,,cuda,512,true,true,false,2.7.1+cu128
41
- pvt v2 b2 (ssl),PVT v2,0.9602599215938994,0.9894205466945921,0.9153933557947186,18621,740,256,false,false,false,true,,25.132006,,133.98974609375,cuda,1,false,false,false,2.7.1+cu128
42
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,56.51365290783966,25.132006,17.69483918568779,,cpu,1,false,false,false,2.7.1+cu128
43
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,361.21397644048557,25.132006,2.7684421567911346,,cpu,1,false,false,true,2.7.1+cu128
44
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,50.46389125442753,25.132006,19.816149233483127,,cpu,1,true,false,false,2.7.1+cu128
45
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,34.62615539216333,25.132006,28.879902740409992,,cpu,1,true,true,false,2.7.1+cu128
46
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,4.393031901939443,25.132006,227.63322059157332,,cuda,512,false,false,false,2.7.1+cu128
47
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,3.7393815343633228,25.132006,267.42390173627007,,cuda,512,true,false,false,2.7.1+cu128
48
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,2.6026153825660003,25.132006,384.22888249206784,,cuda,512,true,true,false,2.7.1+cu128
49
- pvt v2 b2 (ssl),PVT v2,0.9739004349927501,0.9947371247516245,0.9432477515266965,18621,486,384,false,false,false,true,,25.132006,,170.91552734375,cuda,1,false,false,false,2.7.1+cu128
 
 
 
 
 
 
 
 
 
1
  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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
10
+ 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
11
+ 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
12
+ 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
13
+ 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
14
+ 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
15
+ 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
16
+ 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
17
+ 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
18
+ 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
19
+ 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
20
+ 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
21
+ 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
22
+ 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
23
+ 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
24
+ 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
25
+ 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
26
+ 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
27
+ 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
28
+ 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
29
+ 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
30
+ 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
31
+ 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
32
+ 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
33
+ 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
34
+ 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
35
+ 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
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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
44
+ 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
45
+ 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
46
+ 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
47
+ 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
48
+ 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
49
+ 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
50
+ "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
51
+ "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
52
+ "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
53
+ "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
54
+ "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
55
+ "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
56
+ "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
57
+ "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