Image Classification on SUN397 (Accuracy and ECE)
70.2AccuracyTPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TPTBackbone=ViT-L/142026.01 | 70.2 | 17.2 | |
| C-TPTBackbone=ViT-L/142026.01 | 70.1 | 13.5 | |
| SoCBackbone=ViT-L/142026.01 | 69.5 | 7.2 | |
| O-TPTBackbone=ViT-L/142026.01 | 68.9 | 7.6 | |
| Zero-ShotBackbone=ViT-L/142026.01 | 67.7 | 3.3 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 64.8 | 5.04 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 64.8 | 5.04 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 64.5 | 11.3 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 64.5 | 11.3 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 64.41 | 5.16 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 64.41 | 5.16 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 64.38 | 3.56 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 64.38 | 3.56 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 64.36 | 4.87 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 64.36 | 4.87 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 64.23 | 4.93 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 64.23 | 4.93 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 62.5 | 2.53 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 62.5 | 2.53 | |
| TPTBackbone=CLIP RN502025.03 | 61.1 | 16.1 | |
| C-TPTBackbone=CLIP RN502025.03 | 61 | 2.93 | |
| O-TPTBackbone=CLIP RN502025.03 | 60.85 | 3.2 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP RN502025.03 | 60.47 | 2.81 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP RN502025.03 | 60.46 | 3.32 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP RN502025.03 | 60.37 | 8.24 | |
| Zero ShotBackbone=CLIP RN502025.03 | 58.6 | 3.54 |