List your company
ResearchFormerly WizWand

Zero-shot Classification on COCO VIS-IR

8.06Attack Success RateUnified Patch
5.293623.966842.6461.3132May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Unified PatchBackbone=Meta-CLIP ViT-L/142026.058.06
Unified PatchBackbone=EVA-CLIP ViT-G/142026.0512.81
Unified PatchBackbone=OpenAI CLIP ViT-L/142026.0514.1
Unified PatchBackbone=OpenCLIP ViT-B/162026.0517.72
TOUAPBackbone=Meta-CLIP ViT-L/142026.0525.27
TOUAPBackbone=OpenAI CLIP ViT-L/142026.0525.64
TOUAPBackbone=EVA-CLIP ViT-G/142026.0527.09
TOUAPBackbone=OpenCLIP ViT-B/162026.0536.1
CFGPatch (Random)Backbone=OpenAI CLIP ViT-L/142026.0554.49
CFGPatch (Random)Backbone=Meta-CLIP ViT-L/142026.0559.14
CFGPatch (Random)Backbone=EVA-CLIP ViT-G/142026.0564.53
CFGPatch (Random)Backbone=OpenCLIP ViT-B/162026.0565.19
CFGPatchBackbone=OpenAI CLIP ViT-L/142026.0567.82
CFGPatchBackbone=Meta-CLIP ViT-L/142026.0568.28
CFGPatchBackbone=EVA-CLIP ViT-G/142026.0573.89
CFGPatchBackbone=OpenCLIP ViT-B/162026.0577.22