Adversarial Robustness Evaluation of Visual Grounding on RefCOCO+ (testB)
46.3AccuracyNo Defense
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| No Defensel_inf perturbation budget=2/2552025.12 | 46.3 | 6.07 | 7.08 | 7.42 | — | |
| No Defensel_inf perturbation budget=4/2552025.12 | 46.3 | 4.39 | 8.06 | 8.06 | — | |
| FDAl_inf perturbation budget=2/2552025.12 | 46.1 | 0 | 0 | 0 | 93.16 | |
| FDAl_inf perturbation budget=4/2552025.12 | 46.1 | 0.34 | 0 | 0 | 91.5 | |
| TeCoAl_inf perturbation budget=2/2552025.12 | 45 | 3.39 | 6.28 | 6.1 | 21.21 | |
| TeCoAl_inf perturbation budget=4/2552025.12 | 45 | 3.56 | 6.1 | 6.44 | 21.63 | |
| FAREl_inf perturbation budget=2/2552025.12 | 44.7 | 4.54 | 6.72 | 6.21 | 12.08 | |
| FAREl_inf perturbation budget=4/2552025.12 | 44.7 | 4.03 | 7.06 | 6.55 | 13.28 |