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MPDD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly DetectionMPDD (test)
Image-level AU-ROC100
104
Anomaly LocalizationMPDD (test)
Pixel AUROC0.9935
81
Anomaly DetectionMPDD
I-AUROC88
63
Anomaly DetectionMPDD
Clean AUROC0.996
62
Anomaly SegmentationMPDD
AUROC0.983
50
Anomaly DetectionMPDD
AUROC96.3
36
Anomaly LocalizationMPDD 1.0 (test)
Pixel AUROC99.35
29
Anomaly DetectionMPDD 1.0 (test)
Image AUROC100
29
Pixel-level Anomaly LocalizationMPDD
P-PRO94.2
27
Industrial Anomaly DetectionMPDD
Balanced Accuracy72.7
19
Pixel-level Anomaly DetectionMPDD
AUROC99
19
Anomaly DetectionMPDD
Pixel AUROC96.7
18
Anomaly LocalizationMPDD
AUROC0.989
16
Anomaly LocalizationMPDD
Average P-AUC99.2
16
Anomaly ClassificationMPDD
Image AUC79
13
Anomaly LocalizationMPDD
AUROC97.8
12
Image-level Anomaly DetectionMPDD
AUROC95.8
12
Anomaly Detection and LocalizationMPDD
P-AUROC98.8
12
Anomaly DetectionMPDD 6 classes
Image AUROC97
10
Image-level Anomaly DetectionMPDD 4-shot
I-F188.5
9
Image-level Anomaly DetectionMPDD 2-shot
I-F186.3
9
Image-level Anomaly DetectionMPDD 1-shot
I-F185.5
9
Anomaly DetectionMPDD
Image-level AUROC98.3
9
Anomaly DetectionMPDD few-shot
Image AUROC87.2
9
Anomaly DetectionMPDD Hard
Image AUROC84.9
8
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