Attack Success Rate on PandaGPT Image Modality
99.5Exact ASRasymmetric cross-modal backdoor attack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| asymmetric cross-modal backdoor attackBackdoor Setting=Image-door2026.05 | 99.5 | 99.5 | |
| PGDBackdoor Setting=Image-door2026.05 | 81.5 | 83 | |
| Blended AttackBackdoor Setting=Image-door2026.05 | 70.8 | 72.6 | |
| BadNetsBackdoor Setting=Image-door2026.05 | 66.8 | 68.4 | |
| SIGBackdoor Setting=Image-door2026.05 | 63.4 | 65.4 | |
| WaNetBackdoor Setting=Image-door2026.05 | 56.2 | 57 | |
| TrojVLMBackdoor Setting=Image-door2026.05 | 39 | 41.4 | |
| UAPBackdoor Setting=Image-door2026.05 | 0 | 0 |