AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domainAnomalyCLIP (damaged prompt, zero-shot)#5Detection AUROC: 93.5
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainAnomalyCLIP (damaged prompt, zero-shot) (extra data)#8Detection AUROC: 91.5Segmentation AUROC: 91.1
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainAnomalyCLIP (damaged prompt, zero-shot) (extra data)#10Detection AUROC: 82.1
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainAnomalyCLIP (blemished prompt, zero-shot) (extra data)#12Segmentation AUROC: 95.6
anomaly-detection-on-visaAnomalyCLIP#37Detection AUROC: 82.1Segmentation AUPRO: 87.0Segmentation AUROC: 95.5
anomaly-detection-on-mvtec-adAnomalyCLIP#95Detection AUROC: 91.5Segmentation AUPRO: 81.4Segmentation AUROC: 91.1