Image Classification on VTAB (Component Accuracy Report)
93.19CIFAR-100 AccuracyFull-Tune
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Full-TuneArchitecture=ViT-L/162026.04 | 93.19 | 99.25 | 75.3 | 99.39 | 93.35 | 98.13 | 79.31 | 91.93 | 97.92 | |
| Full-TuneArchitecture=ResNet-1012026.04 | 92.24 | 99.13 | 79.97 | 99.81 | 90.49 | 97.14 | 79.19 | 91.13 | 99.13 | |
| APArchitecture=ViT-L/162026.04 | 90.96 | 98.99 | 78.96 | 99.84 | 93.89 | 88.87 | 75.44 | 86.99 | 98.33 | |
| Norm-TuneArchitecture=ViT-L/162026.04 | 90.69 | 98.01 | 78.9 | 99.76 | 92.88 | 88.3 | 73.57 | 79.82 | 97.17 | |
| VPArchitecture=ViT-L/162026.04 | 89.44 | 97.81 | 77.72 | 99.72 | 91.31 | 85.7 | 74.33 | 84.27 | 97.85 | |
| Linear-ProbeArchitecture=ViT-L/162026.04 | 88.55 | 97.01 | 73.31 | 99.24 | 91.15 | 65.79 | 72.37 | 84.05 | 97.26 | |
| Norm-TuneArchitecture=ResNet-1012026.04 | 82.58 | 91.32 | 63.53 | 92.85 | 89.81 | 95.26 | 54.56 | 84.42 | 96.14 | |
| APArchitecture=ResNet-1012026.04 | 76.94 | 94.85 | 69.8 | 95.13 | 91.31 | 87.3 | 56.83 | 84.91 | 97.21 | |
| Linear-ProbeArchitecture=ResNet-1012026.04 | 73.87 | 90.58 | 61.35 | 93.14 | 91.17 | 66.3 | 54.51 | 83.36 | 95.84 | |
| VPArchitecture=ResNet-1012026.04 | 72.01 | 93.51 | 63.12 | 90.17 | 87.93 | 80.68 | 54.97 | 83.71 | 95.44 |