VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer

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Benchmark Model Rank Results
zero-shot-anomaly-detection-on-brainmri-zero-shot-cross-domainVisualAD CLIP (zero-shot)#1Detection AUROC: 96.7
zero-shot-anomaly-detection-on-btad-zero-shot-cross-domainVisualAD CLIP (zero-shot) (extra data)#3Detection AUROC: 94.9Detection F1-max: 93.9Detection AP: 97.0…
zero-shot-anomaly-detection-on-cvc-clinicdb-zero-shot-cross-domainVisualAD DINOv2 (zero-shot)#5Segmentation AUROC: 85.9
zero-shot-anomaly-detection-on-visa-zero-shot-cross-domainVisualAD CLIP (zero-shot) (extra data)#5Detection AUROC: 84.7Segmentation AUROC: 95.8
zero-shot-anomaly-detection-on-dtd-synthetic-zero-shot-cross-domainVisualAD CLIP (zero-shot)#6Segmentation AUROC: 98.1
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainVisualAD CLIP (zero-shot) (extra data)#6Detection AUROC: 92.2
zero-shot-anomaly-detection-on-mvtec-ad-zero-shot-cross-domainVisualAD DINOv2 (zero-shot) (extra data)#14Segmentation AUROC: 91.3

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