Driving Scene Understanding on Dolphins ADvLM 1.0 (test)
48.75WeatherRaw
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Raw2024.11 | 48.75 | 52.82 | 39.71 | 43.31 | 29.79 | 41.37 | 42.63 | |
| FGSM2024.11 | 48.62 | 51.34 | 38.74 | 40.16 | 27 | 41.1 | 41.16 | |
| PGD2024.11 | 48.01 | 52.79 | 38.46 | 38.58 | 24.87 | 40.46 | 40.53 | |
| AnyAttack2024.11 | 45.1 | 51.12 | 43.28 | 44.1 | 27.25 | 43.14 | 42.28 | |
| AttackVLM2024.11 | 44.32 | 50.6 | 41.12 | 43.25 | 28.98 | 42.51 | 41.96 | |
| ADvLMTransfer from=DriveLM2024.11 | 43.83 | 49.98 | 39.17 | 36.17 | 28.7 | 39.44 | 39.54 |