Image Classification on EuroSAT (Accuracy and ECE)
58.3AccuracySoC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SoCBackbone=ViT-L/142026.01 | 58.3 | 3.2 | |
| Zero-ShotBackbone=ViT-L/142026.01 | 55 | 6.9 | |
| C-TPTBackbone=ViT-L/142026.01 | 54 | 17.3 | |
| O-TPTBackbone=ViT-L/142026.01 | 53.6 | 17.7 | |
| TPTBackbone=ViT-L/142026.01 | 51.9 | 25.8 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 44.06 | 7.08 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 44.06 | 7.08 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 43.2 | 13.2 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 43.2 | 13.2 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 43.05 | 14.92 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 43.05 | 14.92 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 42.84 | 12.98 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 42.84 | 12.98 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 42.64 | 12.23 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 42.64 | 12.23 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 42.4 | 13.2 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 42.4 | 13.2 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 41.3 | 13.89 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 41.3 | 13.89 | |
| O-TPTBackbone=CLIP RN502025.03 | 28.35 | 14.71 | |
| TPTBackbone=CLIP RN502025.03 | 28.3 | 22.5 | |
| C-TPTBackbone=CLIP RN502025.03 | 27.8 | 15.1 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP RN502025.03 | 27.64 | 9.91 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP RN502025.03 | 27.54 | 10.46 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP RN502025.03 | 26.64 | 11.97 | |
| Zero ShotBackbone=CLIP RN502025.03 | 23.7 | 15.4 |