Adversarial Detection on ImageNet MiniGPT-4
85Detection RateCIDER
Evaluation results
| Method | Links | |
|---|---|---|
| CIDERApproach Category=Multimodal Approaches2024.06 | 85 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 85 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 85 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 80 | |
| Stochastic-MCApproach Category=Ours2024.06 | 67 | |
| MCApproach Category=Ours2024.06 | 66 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 62 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 57 | |
| FSApproach Category=Unimodal Approaches2024.06 | 54 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 53 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 51 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 51 |