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ResearchFormerly WizWand

Pixel-level Anomaly Detection on Real-IAD

99.1AUROCUniADet
83.91687.85891.895.742Jan 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv2-R ViT-L/162026.0199.146.7
UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.0198.948.4
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=DINOv3 ViT-L/162026.0198.947
UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.0198.647.6
UniADetLanguage-free=true, Few-shot=2-shot, Backbone=CLIP ViT-L/14@336px2026.0198.236.4
UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.019835.3
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv2-R ViT-L/162026.0197.743.1
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=DINOv3 ViT-L/162026.0197.541.6
AdaptCLIPLanguage-free=false, Few-shot=2-shot2026.0197.337.8
AdaptCLIPReference Image=Not Used, Shots=02026.0197.136.6
AnomalyCLIP+Language-free=false, Few-shot=2-shot2026.0196.628.1
UniADetEvaluation Protocol=Zero-shot, Language-free=true, Backbone=CLIP ViT-L/14@336px2026.0196.633.6
AnomalyCLIP+Reference Image=Not Used, Shots=02026.0196.527.9
Bayes-PFLEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0196.527.6
AdaCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0196.130.5
InCtrlLanguage-free=false, Few-shot=2-shot2026.019620.1
InCtrlReference Image=Not Used, Shots=02026.0195.419.1
WinCLIP+Language-free=false, Few-shot=2-shot2026.0195.314.8
AnomalyCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0195.126.7
WinCLIP+Reference Image=Not Used, Shots=02026.019513.9
AdaptCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0194.928.2
WinCLIPEvaluation Protocol=Zero-shot, Language-free=false, Backbone=CLIP ViT-L/14@336px2026.0184.53.3