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MVTec AD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly LocalizationMVTec-AD
Pixel AUROC99.7
369
Anomaly DetectionMVTec-AD (test)
I-AUROC99.8
226
Anomaly LocalizationMVTec-AD (test)
Pixel AUROC100
181
Anomaly DetectionMVTec-AD (test)
P-AUROC99.9
132
Anomaly SegmentationMVTec AD (test)
AUROC (Pixel)98.6
85
Anomaly DetectionMVTec AD
Overall AUROC99.8
83
Image-level Anomaly DetectionMVTec AD (test)
Overall AUROC99.7
68
Anomaly DetectionMVTec AD 1.0 (test)
Image AUROC100
57
Anomaly ClassificationMVTec AD (test)
AUROC (Image)99.6
50
Anomaly LocalizationMVTec AD 1.0 (test)
AUROC (Pixel)99.6
47
Anomaly DetectionMVTec AD
AUROC (Image-level)99.72
45
Anomaly DetectionMVTec-AD
I-AUROC99.8
43
Anomaly DetectionMVTec AD
Carpet AUROC100
40
Anomaly DetectionMVTec AD
AUROC95.3
35
Anomaly DetectionMVTec AD
AUROC0.996
33
Anomaly SegmentationMVTec AD
AUROC (Pixelwise)0.9906
33
Image Anomaly DetectionMVTec AD
Carpet I-AUROC100
32
Anomaly DetectionMVTec AD
P-AUROC0.993
32
Anomaly LocalizationMVTec AD few-shot
AUROC97.6
30
Anomaly DetectionMVTec AD few-shot
AUROC97
30
Image-level Anomaly DetectionMVTec AD
AUROC98.8
28
Defect DetectionMVTec-AD
AUROC97.23
28
Anomaly DetectionMVTec AD Full Few-shot
I-AUROC0.992
25
Anomaly DetectionMVTec-AD
I-AUROC0.969
21
Anomaly DetectionMVTec-AD
AUROC (Image)96.3
21
Showing 25 of 131 rows