Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-br35h-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#1Detection AUROC: 97.8Detection AP: 96.2
zero-shot-anomaly-detection-on-headct-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#1Detection AUROC: 96.5Detection F1-max: 92.9Detection AP: 95.5
zero-shot-anomaly-detection-on-cvc-clinicdb-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#2Segmentation AUROC: 89.6Segmentation AUPRO@30% FPR: 78.4
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) (extra data)#2Detection AUROC: 87.0Segmentation AUROC: 95.6
zero-shot-anomaly-detection-on-brainmri-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#3Detection AUROC: 96.2
zero-shot-anomaly-detection-on-dagm-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#4Detection AUROC: 97.7
zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#4Detection AUROC: 95.1Segmentation AUROC: 97.8
zero-shot-anomaly-detection-on-cvc-colondb-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot)#5Segmentation AUROC: 82.1
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) (extra data)#5Detection AUROC: 92.3Segmentation AUROC: 91.8
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainBayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) (extra data)#6Detection AUROC: 93.2Segmentation AUROC: 93.9Detection F1-max: 91.9…