Beyond Dents and Scratches: Logical Constraints in Unsupervised Anomaly Detection and Localization

Benchmark Model Rank Results
anomaly-detection-on-mvtec-loco-adGCAD–Avg. Detection AUROC: 83.3Detection AUROC (only logical): 86.0…
anomaly-detection-on-mvtec-loco-adL2AE–Avg. Detection AUROC: 57.3Detection AUROC (only logical): 58.1…
anomaly-detection-on-mvtec-loco-adVariation Model–Avg. Detection AUROC: 57.7Detection AUROC (only logical): 56.5…
anomaly-detection-on-visaGCAD–Detection AUROC: 89.1Segmentation AUPRO (until 30% FPR): 83.7