Visual Adversarial Attack on Multimodal Peer Review
12.78PGD (l∞) Success RateJanus-Pro-7B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Janus-Pro-7BPerturbation Method=white-box2026.06 | 12.78 | 14.11 | 9.91 | |
| LLaVA-v1.5-7BPerturbation Method=white-box2026.06 | 12.64 | 13.97 | 9.17 | |
| Qwen-2.5-VL-7BPerturbation Method=white-box2026.06 | 11.14 | 12.71 | 9.83 |