Adversarial Detection on ImageNet BLIP
97Detection RateStochastic-MC
Evaluation Results
| Method | Links | |
|---|---|---|
| Stochastic-MCApproach Category=Ours2024.06 | 97 | |
| Stochastic-MCApproach Category=Ours2024.06 | 93 | |
| MCApproach Category=Ours2024.06 | 90 | |
| MCApproach Category=Ours2024.06 | 89 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 85 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 84 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 84 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 81 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 81 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 81 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 80 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 79 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 77 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 76 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 71 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 66 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 65 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 64 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 61 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 60 | |
| FSApproach Category=Unimodal Approaches2024.06 | 57 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 55 | |
| FSApproach Category=Unimodal Approaches2024.06 | 52 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 50 |