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Real-IAD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly LocalizationReal-IAD
P-AUROC98.9
43
Pixel-level Anomaly DetectionReal-IAD
AUROC99.1
22
Image-level Anomaly DetectionReal-IAD
AUROC89
22
Anomaly DetectionReal-IAD
AUROC90.8
20
Anomaly DetectionReal-IAD
AUROC (Image-level)0.883
18
Anomaly DetectionReal-IAD
I-AUROC84.3
18
Anomaly LocalizationReal-IAD (test)
P-AUROC99
14
Anomaly DetectionReal-IAD (test)
I-AUROC90.5
14
Anomaly DetectionReal-IAD multi-class
mAD78.7
13
Anomaly DetectionReal-IAD
Image AUROC90.3
9
Unsupervised Anomaly Localization (Pixel-Level)Real-IAD
AUC98.9
7
Industrial Anomaly DetectionReal-IAD (unified)
Image AUROC91.3
7
Anomaly LocalizationReal-IAD 1.0 (test)
AUROC0.985
7
Anomaly DetectionReal-IAD 1.0 (test)
AUROC (%)87
7
Anomaly SegmentationReal-IAD
AUROC (Pixel-Level)96.6
6
Anomaly SegmentationReal IAD (test)
I-AUROC0.893
6
Anomaly DetectionReal-IAD single-class
Image-level AUROC0.912
6
Instance SegmentationReal-IAD (test)
AP50 (Mask)84.5
5
Anomaly DetectionReal-IAD
I-AUROC92.1
5
Anomaly Detection and LocalizationReal-IAD (test)
AUROC (Instance)79.3
3
Anomaly DetectionReal-IAD
I-AUC94
2
Anomaly LocalizationReal-IAD single view
AUPRO87.5
2
Anomaly DetectionReal-IAD single view
AUROC88.6
2
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