Image-to-Video Adversarial Attack on Astra
97.8Background FidelityClean
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CleanCondition=Baseline2026.06 | 97.8 | 91.5 | 50.1 | 69 | 81.3 | 15.1 | |
| Random NoiseCondition=Baseline Attack2026.06 | 97.3 | 91.2 | 49 | 68 | 81 | 15 | |
| Drift-MinAttack Type=Self-supervised Attack Objective2026.06 | 96.8 | 90.8 | 47.5 | 60.1 | 80 | 16.6 | |
| Velocity-MaxAttack Type=Self-supervised Attack Objective2026.06 | 95.6 | 89.1 | 49.3 | 65.7 | 77.9 | 15.4 | |
| Drift-MaxAttack Type=Self-supervised Attack Objective2026.06 | 93.8 | 86.6 | 46.6 | 56.4 | 75 | 20.7 | |
| Velocity-MinAttack Type=Self-supervised Attack Objective2026.06 | 93 | 84.5 | 40.5 | 51.3 | 71.4 | 26.4 | |
| VMin+BilevelAttack Type=Trajectory Adaptive Bi-level Attack2026.06 | 92.5 | 84.2 | 39.6 | 52.4 | 71.2 | 26.5 |