WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation

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Benchmark Model Rank Results
anomaly-detection-on-visaWinCLIP+ (4-shot)#31Detection AUROC: 87.3Segmentation AUPRO (until 30% FPR): 87.6…
anomaly-detection-on-visaWinCLIP+ (2-shot)#33Detection AUROC: 84.6Segmentation AUPRO (until 30% FPR): 86.2…
anomaly-detection-on-visaWinCLIP+ (1-shot)#34Detection AUROC: 83.8Segmentation AUPRO (until 30% FPR): 85.1…
anomaly-detection-on-visaWinCLIP (0-shot)#39Detection AUROC: 78.1Segmentation AUPRO (until 30% FPR): 56.8…
anomaly-detection-on-mvtec-adWinCLIP+ (4-shot)#80Detection AUROC: 95.2Segmentation AUPRO: 89
anomaly-detection-on-mvtec-adWinCLIP+ (2-shot)#84Detection AUROC: 94.4Segmentation AUPRO: 88.4
anomaly-detection-on-mvtec-adWinCLIP+ (1-shot)#89Detection AUROC: 93.1Segmentation AUPRO: 87.1
anomaly-detection-on-mvtec-adWinCLIP (0-shot)#93Detection AUROC: 91.8Segmentation AUPRO: 64.6

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