BTAD

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	BTAD	Image-level AUROC96.5	63
Image-level Anomaly Detection	BTAD	AUROC97.6	54
Anomaly Segmentation	BTAD	Average Pixel AUROC98.4	54
Anomaly Detection	BTAD	Average Image-level AUROC95.8	45
Pixel-level Anomaly Detection	BTAD	AUROC98.4	44
Anomaly Detection	BTAD (test)	Mean PRO0.878	43
Anomaly Detection	BTAD	AUROC96	41
Industrial Image Anomaly Detection	BTAD (test)	Image AUROC99.9	36
Pixel-level Anomaly Localization	BTAD	PRO86.1	33
Anomaly Localization	BTAD	AUROC98.4	29
Anomaly Localization	BTAD (test)	Avg Pixel AUROC98	24
Anomaly Detection	BTAD	Clean AUROC98.5	22
Unified Anomaly Detection	BTAD	ROC AUC (Pixel)98.9	18
Anomaly Detection	BTAD	AUROC0.975	15
Anomaly Classification	BTAD (test)	Average AUROC0.956	13
Anomaly Detection	BTAD	PR-AUC99	12
Anomaly Detection	BTAD Few-shot-8 setting	Image AUROC93.2	10
Anomaly Detection	BTAD Separate setting	Image AUROC95.9	10
Anomaly Detection	BTAD	Pixel-level AUROC97	10
Anomaly Localization	BTAD 03	AP84.6	10
Anomaly Localization	BTAD 02	AP85.2	10
Anomaly Localization	BTAD 01	AP82.2	10
Image-level Anomaly Detection	BTAD 4-shot	Image F1 Score95.7	9
Image-level Anomaly Detection	BTAD 2-shot	F1 Score (Image)95.4	9
Image-level Anomaly Detection	BTAD 1-shot	Image F1 Score94.6	9

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