AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2

Open paper
Benchmark Model Rank Results
few-shot-anomaly-detection-on-mvtec-ad-one-shotAnomalyDINO-S (672)#1Detection AUROC: 96.6Segmentation AUROC: 96.8
few-shot-anomaly-detection-on-visa-one-shotAnomalyDINO-S (672)#1Detection AUROC: 87.4Segmentation AUROC: 97.8
anomaly-detection-on-visaAnomalyDINO-S (full-shot)#14Detection AUROC: 97.6Segmentation AUPRO (until 30% FPR): 96.1…
anomaly-detection-on-visaAnomalyDINO-S (4-shot)#25Detection AUROC: 92.6Segmentation AUPRO (until 30% FPR): 94.1…
anomaly-detection-on-visaAnomalyDINO-S (2-shot)#28Detection AUROC: 89.7Segmentation AUPRO (until 30% FPR): 93.4…
anomaly-detection-on-visaAnomalyDINO-S (1-shot)#30Detection AUROC: 87.4Segmentation AUPRO (until 30% FPR): 92.5…
anomaly-detection-on-mvtec-adAnomalyDINO-S (full-shot)#28Detection AUROC: 99.5Segmentation AUPRO: 95Segmentation AUROC: 98.2
anomaly-detection-on-mvtec-adAnomalyDINO-S (4-shot)#65Detection AUROC: 97.7Segmentation AUPRO: 93.4Segmentation AUROC: 97.2
anomaly-detection-on-mvtec-adAnomalyDINO-S (2-shot)#69Detection AUROC: 96.9Segmentation AUPRO: 93.1Segmentation AUROC: 97.0
anomaly-detection-on-mvtec-adAnomalyDINO-S (1-shot)#71Detection AUROC: 96.6Segmentation AUPRO: 92.7Segmentation AUROC: 96.8

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