Zero-shot Image Classification on ImageNet (Robustness Metrics)
57PGD AccuracyTAME
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TAMEBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 57 | — | 56 | — | — | — | — | 58.1 | 54 | — | — | — | — | — | — | — | |
| R-TPTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 52.1 | — | 49.6 | — | — | — | — | 54.1 | 46.1 | — | — | — | — | — | — | — | |
| TAPTBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 48.2 | — | 50 | — | — | — | — | 52.9 | 49.7 | — | — | — | — | — | — | — | |
| AGFTzero-shot=true, perturbation_budget=1/2552026.03 | 46.57 | 46.56 | 48.99 | 53.26 | 55.68 | 46.73 | 47.93 | 43.06 | 42.81 | 57.99 | 58.41 | 58.01 | 58.87 | 59.92 | 60.42 | 52.34 | |
| PMG-AFTzero-shot=true, perturbation_budget=1/2552026.03 | 41.66 | 41.69 | 44.82 | 49.21 | 52.08 | 41.93 | 42.84 | 40.55 | 40.09 | 54.96 | 55.42 | 54.96 | 55.83 | 57.02 | 57.67 | 48.71 | |
| TGA-ZSRzero-shot=true, perturbation_budget=1/2552026.03 | 40.84 | 40.88 | 43.43 | 47.18 | 48.92 | 41.07 | 41.97 | 40.26 | 39.9 | 52.36 | 52.92 | 52.33 | 53 | 53.85 | 54.14 | 46.87 | |
| TeCoAzero-shot=true, perturbation_budget=1/2552026.03 | 38.51 | 38.53 | 41.93 | 47.13 | 49.45 | 38.8 | 40.06 | 37.57 | 37.01 | 51.93 | 52.49 | 51.9 | 53.02 | 54.55 | 55.15 | 45.86 | |
| MMoPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot, Prompt Configuration=V-L Independent2026.05 | 25.3 | — | 35.7 | — | — | — | — | 9.5 | 8.7 | — | — | — | — | — | — | — | |
| FAPBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 23.4 | — | 29 | — | — | — | — | 14.4 | 17.3 | — | — | — | — | — | — | — | |
| NAP-TuningBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 21.6 | — | 25.5 | — | — | — | — | 4.8 | 19.6 | — | — | — | — | — | — | — | |
| APT-VLJBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 21.4 | — | 30.4 | — | — | — | — | 6.8 | 10.3 | — | — | — | — | — | — | — | |
| APT-VLIBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 21.2 | — | 28.9 | — | — | — | — | 6.7 | 9.7 | — | — | — | — | — | — | — | |
| APT-VBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 18.9 | — | 26.9 | — | — | — | — | 6 | 8.3 | — | — | — | — | — | — | — | |
| APT-TBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 2.8 | — | 10.5 | — | — | — | — | 0.9 | 0.1 | — | — | — | — | — | — | — | |
| VanillaBackbone=ViT-B/32, Evaluation Protocol=Zero-shot2026.05 | 1.3 | — | 6.4 | — | — | — | — | 0.3 | 0 | — | — | — | — | — | — | — |