Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data)#1Detection AUROC: 96.3Segmentation AUROC: 96.7Detection F1-max: 93.7…
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot) (extra data)#5Detection AUROC: 94.4Segmentation AUROC: 96.6Detection F1-max: 91.7…
zero-shot-anomaly-detection-on-cvc-colondb-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot)#1Segmentation AUROC: 86.0Segmentation F1-max: 40.2
zero-shot-anomaly-detection-on-mpdd-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot) (extra data)#1Detection AUROC: 81.4Segmentation AUROC: 97.0Detection AP: 84.8…
zero-shot-anomaly-detection-on-mpdd-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data)#2Detection AUROC: 81.0Segmentation AUROC: 97.6Detection AP: 84.1…
zero-shot-anomaly-detection-on-br35h-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot)#2Detection AUROC: 96.4Detection AP: 97.2
zero-shot-anomaly-detection-on-brainmri-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot)#2Detection AUROC: 96.3
zero-shot-anomaly-detection-on-dagm-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot)#2Detection AUROC: 99.2Segmentation AUROC: 96.3
zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot)#2Detection AUROC: 96.3
zero-shot-anomaly-detection-on-headct-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot)#2Detection AUROC: 95.3Detection F1-max: 91.1Detection AP: 95.7
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data)#2Detection AUROC: 93.9Segmentation AUROC: 91.2
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot) (extra data)#3Detection AUROC: 93.8Segmentation AUROC: 91.3
zero-shot-anomaly-detection-on-cvc-clinicdb-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot)#3Segmentation AUROC: 88.3Segmentation AUPRO@30% FPR: 74.5
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainCrane (CLIP ViT-L/14@336, zero-shot) (extra data)#4Detection AUROC: 85.3Segmentation AUROC: 95.1
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainCrane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data)#9Detection AUROC: 83.6Segmentation AUROC: 95.3