Image Classification on Domain-PCAM
46.8Clean AccuracyCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIPBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 46.8 | 0.3 | |
| CSRBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 45.6 | 45.9 | |
| LPFBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 44.5 | 28.5 | |
| HDBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 44.2 | 15.9 | |
| TTEBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 43.7 | 23.6 | |
| Anti-AdvBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 43.5 | 30.9 | |
| R-TPTBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 42.4 | 37.3 | |
| TTCBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 42 | 15.5 | |
| TTEBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 36.8 | 19.3 | |
| CLIPBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 35.9 | 6.6 | |
| CSRBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 35.8 | 29.7 | |
| R-TPTBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 35.7 | 27.2 | |
| HDBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 35.1 | 13.6 | |
| TTCBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 34.2 | 22.4 | |
| LPFBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 33.7 | 17.4 | |
| Anti-AdvBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 33.2 | 19.9 | |
| FAREBackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 32.7 | 32.4 | |
| TeCoABackbone=CLIP-L/14, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 30.6 | 31.4 | |
| FAREBackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 27.7 | 28 | |
| TeCoABackbone=CLIP-B/32, Evaluation Protocol=Zero-shot, Attack Protocol=10-step PGD (l_inf = 1/255)2026.01 | 25.1 | 25.6 |