Image Classification on STL
99.41Top-1 AccOriginal
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalBackbone=ViT-L/14, Step=Step 02026.05 | 99.41 | |
| FTBackbone=ViT-L/14, Step=Step 32026.05 | 99.41 | |
| CATABackbone=ViT-L/14, Step=Step 12026.05 | 99.41 | |
| CATABackbone=ViT-L/14, Step=Step 32026.05 | 99.4 | |
| CATABackbone=ViT-L/14, Step=Step 22026.05 | 99.36 | |
| GABackbone=ViT-L/14, Step=Step 12026.05 | 99.35 | |
| CATABackbone=ViT-L/14, Step=Step 52026.05 | 99.31 | |
| FTBackbone=ViT-L/14, Step=Step 22026.05 | 99.3 | |
| FTBackbone=ViT-L/14, Step=Step 42026.05 | 99.29 | |
| FTBackbone=ViT-L/14, Step=Step 12026.05 | 99.28 | |
| FTBackbone=ViT-L/14, Step=Step 52026.05 | 99.25 | |
| CATABackbone=ViT-L/14, Step=Step 42026.05 | 99.22 | |
| FTBackbone=ViT-B/32, Step=Step 22026.05 | 97.92 | |
| GABackbone=ViT-L/14, Step=Step 22026.05 | 97.88 | |
| FTBackbone=ViT-B/32, Step=Step 12026.05 | 97.74 | |
| FTBackbone=ViT-B/32, Step=Step 32026.05 | 97.6 | |
| FTBackbone=ViT-B/32, Step=Step 42026.05 | 97.55 | |
| FTBackbone=ViT-B/32, Step=Step 52026.05 | 97.47 | |
| OriginalBackbone=ViT-B/32, Step=Step 02026.05 | 97.36 | |
| GABackbone=ViT-B/32, Step=Step 12026.05 | 96.96 | |
| CATABackbone=ViT-B/32, Step=Step 12026.05 | 96.83 | |
| MoCo-v3Ep=1000, k=20, Evaluation Protocol=k-NN, Multi-crop=false2023.10 | 96.7 | |
| CATABackbone=ViT-B/32, Step=Step 52026.05 | 96.69 | |
| oBoWEp=200, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 96.6 | |
| OriginalBackbone=RN1012026.05 | 96.46 | |
| OriginalBackbone=RN1012026.05 | 96.45 | |
| CATABackbone=RN1012026.05 | 96.45 | |
| CLIP-LIPBackbone=RN1012026.05 | 96.42 | |
| InfoMinEp=800, k=20, Evaluation Protocol=k-NN, Multi-crop=false2023.10 | 96.4 | |
| CATABackbone=ViT-B/32, Step=Step 42026.05 | 96.38 | |
| CATABackbone=ViT-B/32, Step=Step 32026.05 | 96.2 | |
| CARPEp=400, k=20, Evaluation Protocol=k-NN, Multi-crop=false2023.10 | 95.9 | |
| CATABackbone=ViT-B/32, Step=Step 22026.05 | 95.89 | |
| GABackbone=ViT-B/32, Step=Step 22026.05 | 95.8 | |
| DeepCluster-v2Ep=800, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 95.6 | |
| DINOEp=800, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 95.6 | |
| TripletEp=980, k=20, Evaluation Protocol=k-NN, Multi-crop=false2023.10 | 95.6 | |
| CARPEp=400, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 95.5 | |
| GABackbone=ViT-B/32, Step=Step 32026.05 | 95.47 | |
| SwAVEp=800, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 95.2 | |
| GABackbone=ViT-B/32, Step=Step 42026.05 | 95.16 | |
| Barlow TwinsEp=1000, k=20, Evaluation Protocol=k-NN, Multi-crop=false2023.10 | 94.8 | |
| GABackbone=ViT-B/32, Step=Step 52026.05 | 94.74 | |
| CATABackbone=RN502026.05 | 94.03 | |
| SeLa-v2Ep=400, k=20, Evaluation Protocol=k-NN, Multi-crop=true2023.10 | 94 | |
| CLIP-LIPBackbone=RN502026.05 | 93.8 | |
| OriginalBackbone=RN502026.05 | 93.75 | |
| OriginalBackbone=RN502026.05 | 93.75 | |
| CLIP-LIPBackbone=RN502026.05 | 93.66 | |
| TIFSBackbone=RN1012026.05 | 91.53 | |
| CLIP-LIPBackbone=RN1012026.05 | 90.88 | |
| CATABackbone=RN1012026.05 | 89.71 | |
| CATABackbone=RN502026.05 | 88.84 | |
| TIFSBackbone=RN502026.05 | 87.38 | |
| TIFSBackbone=RN1012026.05 | 85.45 | |
| GABackbone=RN1012026.05 | 84.45 | |
| TIFSBackbone=RN502026.05 | 83.05 | |
| GABackbone=RN502026.05 | 77.76 | |
| FTBackbone=RN1012026.05 | 74.75 | |
| GABackbone=ViT-L/14, Step=Step 32026.05 | 73.88 | |
| EMMNBackbone=RN1012026.05 | 72.46 | |
| FTBackbone=RN502026.05 | 67.05 | |
| FTBackbone=RN1012026.05 | 66.9 | |
| EMMNBackbone=RN502026.05 | 65.21 | |
| GABackbone=RN1012026.05 | 56.33 | |
| LIPBackbone=ViT-L/14, Step=Step 12026.05 | 55.75 | |
| EMMNBackbone=RN502026.05 | 46.86 | |
| FTBackbone=RN502026.05 | 45.2 | |
| GABackbone=ViT-L/14, Step=Step 42026.05 | 44.9 | |
| EMMNBackbone=RN1012026.05 | 42.85 | |
| GABackbone=ViT-L/14, Step=Step 52026.05 | 42.27 | |
| LIPBackbone=ViT-B/32, Step=Step 12026.05 | 41.09 | |
| GABackbone=RN502026.05 | 34.16 | |
| FisherBackbone=RN1012026.05 | 17.65 | |
| LIPBackbone=RN1012026.05 | 16.4 | |
| FisherBackbone=RN502026.05 | 15.47 | |
| LIPBackbone=RN502026.05 | 15.19 | |
| LIPBackbone=RN1012026.05 | 11.19 | |
| LIPBackbone=ViT-L/14, Step=Step 22026.05 | 10.86 | |
| FisherBackbone=RN502026.05 | 10.69 | |
| LIPBackbone=RN502026.05 | 10.5 | |
| LIPBackbone=ViT-B/32, Step=Step 52026.05 | 10.4 | |
| LIPBackbone=ViT-B/32, Step=Step 42026.05 | 10.28 | |
| LIPBackbone=ViT-B/32, Step=Step 22026.05 | 9.97 | |
| FisherBackbone=RN1012026.05 | 9.94 | |
| LIPBackbone=ViT-L/14, Step=Step 42026.05 | 9.22 | |
| LIPBackbone=ViT-L/14, Step=Step 52026.05 | 9.22 | |
| LIPBackbone=ViT-L/14, Step=Step 32026.05 | 9.07 | |
| LIPBackbone=ViT-B/32, Step=Step 32026.05 | 7.19 |