Adversarial Detection on ImageNet Img2Prompt
92Detection RateStochastic-MC
Evaluation results
| Method | Links | |
|---|---|---|
| Stochastic-MCApproach Category=Ours2024.06 | 92 | |
| Stochastic-MCApproach Category=Ours2024.06 | 90 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 86 | |
| MCApproach Category=Ours2024.06 | 85 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 83 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 83 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 83 | |
| DPSApproach Category=Multimodal Approaches2024.06 | 82 | |
| JailGuardApproach Category=Multimodal Approaches2024.06 | 81 | |
| MCApproach Category=Ours2024.06 | 79 | |
| CIDERApproach Category=Multimodal Approaches2024.06 | 79 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 78 | |
| SmoothVLMApproach Category=Multimodal Approaches2024.06 | 74 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 69 | |
| DiffPureApproach Category=Unimodal Approaches2024.06 | 67 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 65 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 61 | |
| NaiveApproach Category=Multimodal Approaches2024.06 | 60 | |
| MagNetApproach Category=Unimodal Approaches2024.06 | 56 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 56 | |
| CLIPApproach Category=Multimodal Approaches2024.06 | 55 | |
| FSApproach Category=Unimodal Approaches2024.06 | 51 | |
| PuVAEApproach Category=Unimodal Approaches2024.06 | 50 |