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ResearchFormerly WizWand

Anomaly Detection and Classification on MVTec FS

97.65I-AUCUniADC(DINO)
84.244487.724791.20594.6853Nov 10, 2025
Updated 4mo ago

Evaluation results

MethodLinks
UniADC(DINO)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.1197.6597.3692.6876.3537.23
AnomalyDINOKs=4, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.1197.597.392.21——
UniADC(DINO)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.1197.0997.0492.1574.7436.66
AnomalyDINOKs=2, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.1196.8797.1490.96——
UniADC(DINO)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.1196.3796.1189.1668.335.06
UniADC(CLIP)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1196.1896.4791.1773.3335.14
AnomalyDINOKs=1, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.1196.1296.5489.04——
AnomalyGPTKs=4, Zero-shot=true, Anomaly Priors=true2025.1196.196.4291.0956.59—
UniADC(CLIP)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1195.2796.5388.5271.6435.12
WinCLIPKs=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1195.1794.9887.6742.6925.7
UniADC(CLIP)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1195.0396.3388.7566.0732.9
AnomalyGPTKs=2, Zero-shot=true, Anomaly Priors=true2025.1194.9196.2487.9752.65—
PromptADKs=4, Zero-shot=true, Anomaly Priors=true2025.1194.9195.9289.86——
WinCLIPKs=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1194.3794.686.9541.9325.34
PromptADKs=2, Zero-shot=true, Anomaly Priors=true2025.1193.9595.4287.93——
InCTRLKs=4, Zero-shot=true, Anomaly Priors=false2025.1193.62————
AnomalyGPTKs=1, Zero-shot=true, Anomaly Priors=true2025.1193.4895.9286.645.85—
WinCLIPKs=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.1193.294.4386.4740.7525.17
InCTRLKs=2, Zero-shot=true, Anomaly Priors=false2025.1193.01————
InCTRLKs=1, Zero-shot=true, Anomaly Priors=false2025.1192.36————
PromptADKs=1, Zero-shot=true, Anomaly Priors=true2025.1191.895.0987.06——
PatchCoreKs=4, Zero-shot=true, Anomaly Priors=false2025.1190.7595.2886.56——
PatchCoreKs=2, Zero-shot=true, Anomaly Priors=false2025.1188.4994.4384.65——
PatchCoreKs=1, Zero-shot=true, Anomaly Priors=false2025.1184.7693.7782.44——