AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-cvc-clinicdb-zero-shot-cross-domainAA-CLIP#1Segmentation AUROC: 89.9
zero-shot-anomaly-detection-on-mpdd-zero-shot-cross-domainAA-CLIP#3Detection AUROC: 75.1
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainAA-CLIP#4Detection AUROC: 94.8
zero-shot-anomaly-detection-on-cvc-colondb-zero-shot-cross-domainAA-CLIP#4Segmentation AUROC: 84.0
zero-shot-anomaly-detection-on-brainmri-zero-shot-cross-domainAA-CLIP#5Detection AUROC: 80.2
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainAA-CLIP#6Detection AUROC: 84.6
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainAA-CLIP#10Detection AUROC: 90.5