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Anomaly Localisation on VisA (AUROC, max-F1)

96.2AUROCAnomalyVFM
75.71281.03186.3591.669Jan 28, 2026

Evaluation results

MethodLinks
AnomalyVFMsetting=zero-shot2026.0196.231.2
Bayes-PFLsetting=zero-shot2026.0195.634.3
FAPromptsetting=zero-shot2026.0195.627.6
WinCLIPsetting=zero-shot2026.0195.537.7
AnomalyCLIPsetting=zero-shot2026.0195.528.3
AdaCLIPsetting=zero-shot2026.0195.537.7
AACLIPsetting=zero-shot2026.0194.830.2
SAAsetting=zero-shot2026.0176.531.6