Adversarial Detection on ImageNet BLIP-2
99Detection RateStochastic-MC
Evaluation results
| Method | Links | |
|---|---|---|
| Stochastic-MCApproach Category=Ours2024.06 | 99 | |
| MCApproach Category=Ours2024.06 | 98 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 95 | |
| Stochastic-MCApproach Category=Ours2024.06 | 95 | |
| Stochastic-MCApproach Category=Ours2024.06 | 94 | |
| MCApproach Category=Ours2024.06 | 93 | |
| MCApproach Category=Ours2024.06 | 92 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 89 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 87 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 87 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 86 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 85 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 84 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 83 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 83 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 82 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 80 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 80 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 80 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 79 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 78 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 77 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 73 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 72 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 70 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 67 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 65 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 62 | |
| FSApproach Category=Unimodal Approaches2024.06 | 61 | |
| FSApproach Category=Unimodal Approaches2024.06 | 61 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 58 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 58 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 52 |