ResearchBenchmarksAnomaly Detection on Real-IAD (Image AUROC, Pixel AUPR)Anomaly Detection on Real-IAD (Image AUROC, Pixel AUPR)Follow90.3Image AUROCUniADet‡81.4683.75586.0588.345Jan 9, 2026Evaluation resultsMethodMethodLinksImage AUROCPixel AUPRUniADet‡Shots=4Shots=42026.0190.348.5DinomalyShots=fullShots=full2026.0189.342.8UniADet‡Shots=2Shots=22026.018946.7UniADet‡Shots=1Shots=12026.0188.748.4UniVADShots=1Shots=12026.0185.137.6AdaptCLIPShots=4Shots=42026.0183.939.1UniADShots=fullShots=full2026.018321.1AdaptCLIPShots=2Shots=22026.0182.937.8AdaptCLIPShots=1Shots=12026.0181.836.6