Adversarial Attack on SID-Set
93.5Auxiliary AccuracyNo Attack
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| No Attack2026.05 | 93.5 | — | — | 0.44 | — | — | |
| FGSM2026.05 | 59.3 | 66.2 | 54.1 | 0.32 | 33.5 | 0.001 | |
| PGD2026.05 | 52.4 | 72.8 | 63.2 | 0.27 | 36.2 | 0.001 | |
| C&W2026.05 | 51.1 | 73.5 | 61.8 | 0.28 | 39.1 | 0.001 | |
| RLGCbaseline_type=Task-specific black-box2026.05 | 50.2 | 74.3 | 63.8 | 0.24 | 35.8 | 0.001 | |
| AnyAttack2026.05 | 48.7 | 74.9 | 61.2 | 0.25 | 36.2 | 0.001 | |
| PNA2026.05 | 48.5 | 75.4 | 64.2 | 0.23 | 35.2 | 0.001 | |
| JMTFA2026.05 | 47.8 | 76.1 | 65.8 | 0.22 | 36.1 | 0.001 | |
| MAA2026.05 | 46.2 | 78.3 | 67.5 | 0.21 | 35.5 | 0.001 | |
| CroPAbaseline_type=Cross-modal/prompt-based2026.05 | 45.2 | 78.6 | 69.1 | 0.21 | 37.2 | 0.001 | |
| CMIbaseline_type=Cross-modal/prompt-based2026.05 | 44.1 | 79.5 | 70.2 | 0.2 | 36.4 | 0.01 | |
| JECA22026.05 | 39.5 | 87.2 | 82.6 | 0.13 | 35.1 | — |