TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection

Benchmark Model Rank Results
zero-shot-anomaly-detection-on-dagm-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#1Detection AUROC: 99.7Segmentation AUROC: 97.2
zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#1Detection AUROC: 99.4
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot) (extra data)#1Detection AUROC: 87.7Segmentation AUROC: 95.9
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot) (extra data)#2Detection AUROC: 95.0Segmentation AUROC: 96.7Detection F1-max: 91.4…
zero-shot-anomaly-detection-on-cvc-colondb-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#3Segmentation AUROC: 84.6Segmentation F1-max: 41.3
zero-shot-anomaly-detection-on-br35h-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#4Detection AUROC: 93.2Detection AP: 93.6
zero-shot-anomaly-detection-on-cvc-clinicdb-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#4Segmentation AUROC: 87.9Segmentation AUPRO@30% FPR: 77.4
zero-shot-anomaly-detection-on-headct-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot)#4Detection AUROC: 92.7Detection F1-max: 87.4Detection AP: 89.4
zero-shot-anomaly-detection-on-mpdd-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot) (extra data)#4Detection AUROC: 74.7Segmentation AUROC: 95.9Detection AP: 76.8…
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainTipsomaly (TIPS-L/14 HR, Zero-shot) (extra data)#4Detection AUROC: 93.4Segmentation AUROC: 90.9