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ResearchFormerly WizWand

Zero-shot Classification on COCO-80

98Accuracy (%)Clean
27.2845.646482.36Mar 30, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CleanBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=None2026.03983.65
CleanBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=None2026.03983.65
CleanBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=None2026.03973.65
NaturalLightAttackBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Natural Light2026.03972.14
NaturalLightAttackBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Natural Light2026.03972.16
ShadowAttackBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Shadow2026.03952.03
NaturalLightAttackBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Natural Light2026.03942.32
CleanBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=None2026.03933.65
NaturalLightAttackBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Natural Light2026.03932.07
ShadowAttackBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Shadow2026.03842.11
ITABackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03842.17
ShadowAttackBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Shadow2026.03821.91
ShadowAttackBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Shadow2026.03791.78
ITABackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03642.15
XSPABackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.0360.672.89
XSPABackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.0360.332.78
ITABackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03512.15
ITABackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Illumination Transformation2026.03462.11
XSPABackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.0340.672.76
XSPABackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.03302.71