Backdoor Attack Success Rate on Cross-modal Backdoor Evaluation Set
99.9Exact ASRasymmetric cross-modal backdoor attack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Audio, Activation Modality=Text2026.05 | 99.9 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Text, Activation Modality=Text2026.05 | 99.9 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Audio, Activation Modality=Audio2026.05 | 99.8 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Image, Activation Modality=Text2026.05 | 99.8 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Text, Activation Modality=Audio2026.05 | 99.8 | 99.8 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Text, Activation Modality=Text2026.05 | 99.7 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Image, Activation Modality=Image2026.05 | 99.7 | 99.8 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Audio, Activation Modality=Audio2026.05 | 99.6 | 99.9 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Image, Activation Modality=Image2026.05 | 99.5 | 99.5 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Image, Activation Modality=Text2026.05 | 99.4 | 99.5 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Image, Activation Modality=Audio2026.05 | 99.4 | 99.6 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Image, Activation Modality=Audio2026.05 | 99.2 | 99.5 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Text, Activation Modality=Image2026.05 | 99 | 99 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Audio, Activation Modality=Text2026.05 | 98.5 | 99.5 | |
| asymmetric cross-modal backdoor attackModel=NExT-GPT, Backdoor Modality=Audio, Activation Modality=Image2026.05 | 96 | 96 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Text, Activation Modality=Audio2026.05 | 95 | 95 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Text, Activation Modality=Image2026.05 | 92.5 | 98 | |
| asymmetric cross-modal backdoor attackModel=PandaGPT, Backdoor Modality=Audio, Activation Modality=Image2026.05 | 74.5 | 76.5 |