Zero-Shot Anomaly Detection via Batch Normalization

Benchmark Model Rank Results
unsupervised-anomaly-detection-on-anoshiftACR-NTL (zero-shot, test anomaly ratio=1%)#1ROC-AUC FAR: 62.5
unsupervised-anomaly-detection-on-anoshiftACR-DSVDD (zero-shot, anomaly ratio=1%)#2ROC-AUC FAR: 62
unsupervised-anomaly-detection-on-anoshiftACR-NTL (zero-shot, test anomaly ratio=20%)#3ROC-AUC FAR: 62
unsupervised-anomaly-detection-on-anoshiftACR-DSVDD (zero-shot, anomaly ratio=20%)#4ROC-AUC FAR: 59.1
anomaly-detection-on-mvtec-adACR (zero-shot)#106Detection AUROC: 85.8Segmentation AUPRO: 72.7Segmentation AUROC: 92.5…