Image Classification on PACS Art Painting (Robustness Evaluation)
86.9Accuracy (0% Attack Rate)TSD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TSDAttack Type=l_infinity2026.06 | 86.9 | 1.61 | |
| TSD+SAFER-AAttack Type=l_infinity2026.06 | 85.87 | 56.01 | |
| PLAttack Type=l_infinity2026.06 | 85.76 | 2.78 | |
| TentAttack Type=l_infinity2026.06 | 83.72 | 4.98 | |
| PL+SAFER-AAttack Type=l_infinity2026.06 | 83.63 | 42.02 | |
| TSD+SAFERAttack Type=l_infinity2026.06 | 83.32 | 71.18 | |
| Tent+MedBNAttack Type=l_infinity2026.06 | 82.62 | 4.57 | |
| Tent+SAFER-AAttack Type=l_infinity2026.06 | 82.6 | 48.44 | |
| TeSLAAttack Type=l_infinity2026.06 | 82.21 | 45.38 | |
| EATAAttack Type=l_infinity2026.06 | 81.61 | 7.39 | |
| Tent+SAFERAttack Type=l_infinity2026.06 | 80.06 | 71.74 | |
| PL+SAFERAttack Type=l_infinity2026.06 | 79.13 | 72.97 | |
| ERMAttack Type=l_infinity2026.06 | 78.82 | 12.4 | |
| Robust ERMAttack Type=l_infinity2026.06 | 47.69 | 47.23 |