EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies

Benchmark Model Rank Results
anomaly-detection-on-mvtec-adEfficientAD (early stopping)#3Detection AUROC: 99.8FPS: 269
anomaly-detection-on-mvtec-adEfficientAD-M#40Detection AUROC: 99.1Segmentation AUPRO: 93.5FPS: 269
anomaly-detection-on-mvtec-adEfficientAD-S#47Detection AUROC: 98.7Segmentation AUPRO: 93.1Segmentation AP: 65.9…
anomaly-detection-on-mvtec-loco-adEfficientAD-M#7Avg. Detection AUROC: 90.7Detection AUROC (only logical): 86.8…
anomaly-detection-on-mvtec-loco-adEfficientAD-S#9Avg. Detection AUROC: 90.0Detection AUROC (only logical): 85.8…
anomaly-detection-on-visaEfficientAD-M#10Detection AUROC: 98.1Segmentation AUPRO (until 30% FPR): 94.0
anomaly-detection-on-visaEfficientAD-S#15Detection AUROC: 97.5Segmentation AUPRO (until 30% FPR): 93.1