Zero-shot Classification on COCO VIS
80.38Attack Success RateCFGPatch
Evaluation Results
| Method | Links | |
|---|---|---|
| CFGPatchBackbone=OpenCLIP ViT-B/162026.05 | 80.38 | |
| CFGPatchBackbone=EVA-CLIP ViT-G/142026.05 | 77.34 | |
| CFGPatchBackbone=Meta-CLIP ViT-L/142026.05 | 72.58 | |
| CFGPatch (Random)Backbone=OpenCLIP ViT-B/162026.05 | 72.15 | |
| CFGPatchBackbone=OpenAI CLIP ViT-L/142026.05 | 69.54 | |
| CFGPatch (Random)Backbone=EVA-CLIP ViT-G/142026.05 | 65.02 | |
| CFGPatch (Random)Backbone=Meta-CLIP ViT-L/142026.05 | 63.44 | |
| CFGPatch (Random)Backbone=OpenAI CLIP ViT-L/142026.05 | 61.53 | |
| TOUAPBackbone=OpenCLIP ViT-B/162026.05 | 43.04 | |
| TOUAPBackbone=EVA-CLIP ViT-G/142026.05 | 39.41 | |
| TOUAPBackbone=OpenAI CLIP ViT-L/142026.05 | 38.46 | |
| TOUAPBackbone=Meta-CLIP ViT-L/142026.05 | 29.03 | |
| Unified PatchBackbone=OpenCLIP ViT-B/162026.05 | 24.05 | |
| Unified PatchBackbone=OpenAI CLIP ViT-L/142026.05 | 21.15 | |
| Unified PatchBackbone=EVA-CLIP ViT-G/142026.05 | 16.26 | |
| Unified PatchBackbone=Meta-CLIP ViT-L/142026.05 | 10.22 |