Image Classification on Oxford-IIIT Pets (Accuracy and ECE)
94.1AccuracyC-TPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| C-TPTBackbone=ViT-L/142026.01 | 94.1 | 1 | |
| SoCBackbone=ViT-L/142026.01 | 93.9 | 0.5 | |
| O-TPTBackbone=ViT-L/142026.01 | 93.8 | 1.4 | |
| TPTBackbone=ViT-L/142026.01 | 93.6 | 3.7 | |
| Zero-ShotBackbone=ViT-L/142026.01 | 93.1 | 2.8 | |
| MaPLe+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 91.55 | 5.03 | |
| MaPLe+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 89.97 | 3.97 | |
| CoOp+C-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=C-TPT2026.04 | 89.3 | 2.12 | |
| CoOp+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 89.1 | 7.4 | |
| CoOp+O-TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=O-TPT2026.04 | 89.07 | 1.92 | |
| CoOp+FPPBackbone=CLIP-ViT/B16, Prompt Initialization Source=CoOp, Adaptation Framework=TPT, Adaptation Strategy=FPP2026.04 | 88.42 | 2 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 88.2 | 1.9 | |
| C-TPTBackbone=CLIP-ViTB/162025.03 | 88.2 | 1.9 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 88.12 | 3.16 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-ViTB/162025.03 | 88.12 | 3.16 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 88.03 | 2.06 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-ViTB/162025.03 | 88.03 | 2.06 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 88 | 4.37 | |
| Zero ShotBackbone=CLIP-ViTB/162025.03 | 88 | 4.37 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 87.95 | 1.63 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 87.95 | 1.9 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-ViTB/162025.03 | 87.95 | 1.63 | |
| O-TPTBackbone=CLIP-ViTB/162025.03 | 87.95 | 1.9 | |
| MaPLe+TPTBackbone=CLIP-ViT/B16, Prompt Initialization Source=MaPLe, Adaptation Framework=TPT, Adaptation Strategy=TPT2026.04 | 87.78 | 1.79 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 87.1 | 5.77 | |
| TPTBackbone=CLIP-ViTB/162025.03 | 87.1 | 5.77 | |
| TPTBackbone=CLIP RN502025.03 | 84.5 | 3.65 | |
| C-TPTBackbone=CLIP RN502025.03 | 84.1 | 2.77 | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP RN502025.03 | 83.84 | 3.3 | |
| Zero ShotBackbone=CLIP RN502025.03 | 83.8 | 5.91 | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP RN502025.03 | 83.73 | 3.6 | |
| Robust-adapt-ZS-CTPTBackbone=CLIP RN502025.03 | 83.61 | 6.11 | |
| O-TPTBackbone=CLIP RN502025.03 | 83.4 | 3.5 |