Proximity-CLIP: Text-Guided Semantic Proximity Learning for Zero-Shot Anomaly Detection

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainProximity-CLIP (extra data)–Detection AUROC: 92.3Segmentation AUROC: 97.0
zero-shot-anomaly-detection-on-mpdd-zero-shot-cross-domainProximity-CLIP (extra data)–Detection AUROC: 74.1Segmentation AUROC: 96.2
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainProximity-CLIP (extra data)–Detection AUROC: 92.2Segmentation AUROC: 92.0
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainProximity-CLIP (extra data)–Detection AUROC: 82.9Segmentation AUROC: 95.7