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ResearchFormerly WizWand

Zero-shot Classification on COCO IR

92.41Attack Success RateCFGPatch
10.281231.603152.92574.2469May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CFGPatchBackbone=OpenCLIP ViT-B/162026.0592.41
CFGPatch (Random)Backbone=OpenCLIP ViT-B/162026.0588.61
CFGPatchBackbone=OpenAI CLIP ViT-L/142026.0584.48
CFGPatchBackbone=Meta-CLIP ViT-L/142026.0580.65
CFGPatchBackbone=EVA-CLIP ViT-G/142026.0579.8
CFGPatch (Random)Backbone=EVA-CLIP ViT-G/142026.0573.4
TOUAPBackbone=OpenCLIP ViT-B/162026.0569.62
CFGPatch (Random)Backbone=Meta-CLIP ViT-L/142026.0566.13
CFGPatch (Random)Backbone=OpenAI CLIP ViT-L/142026.0565.38
TOUAPBackbone=Meta-CLIP ViT-L/142026.0555.37
TOUAPBackbone=OpenAI CLIP ViT-L/142026.0546.79
TOUAPBackbone=EVA-CLIP ViT-G/142026.0540.87
Unified PatchBackbone=OpenCLIP ViT-B/162026.0540.51
Unified PatchBackbone=OpenAI CLIP ViT-L/142026.0536.54
Unified PatchBackbone=EVA-CLIP ViT-G/142026.0521.18
Unified PatchBackbone=Meta-CLIP ViT-L/142026.0513.44