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Zero-shot Classification on COCO VIS

80.38Attack Success RateCFGPatch
7.413626.356845.364.2432May 21, 2026

Evaluation results

MethodLinks
CFGPatchBackbone=OpenCLIP ViT-B/162026.0580.38
CFGPatchBackbone=EVA-CLIP ViT-G/142026.0577.34
CFGPatchBackbone=Meta-CLIP ViT-L/142026.0572.58
CFGPatch (Random)Backbone=OpenCLIP ViT-B/162026.0572.15
CFGPatchBackbone=OpenAI CLIP ViT-L/142026.0569.54
CFGPatch (Random)Backbone=EVA-CLIP ViT-G/142026.0565.02
CFGPatch (Random)Backbone=Meta-CLIP ViT-L/142026.0563.44
CFGPatch (Random)Backbone=OpenAI CLIP ViT-L/142026.0561.53
TOUAPBackbone=OpenCLIP ViT-B/162026.0543.04
TOUAPBackbone=EVA-CLIP ViT-G/142026.0539.41
TOUAPBackbone=OpenAI CLIP ViT-L/142026.0538.46
TOUAPBackbone=Meta-CLIP ViT-L/142026.0529.03
Unified PatchBackbone=OpenCLIP ViT-B/162026.0524.05
Unified PatchBackbone=OpenAI CLIP ViT-L/142026.0521.15
Unified PatchBackbone=EVA-CLIP ViT-G/142026.0516.26
Unified PatchBackbone=Meta-CLIP ViT-L/142026.0510.22