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Papers Benchmarks Datasets Tasks

Real-IAD dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Real-IAD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Pixel-level Anomaly Detection

Real-IAD 40% Noise Ratio (test)

95.67AUPRO (Pixel)

6

Pixel-level Anomaly Detection

Real-IAD 20% Noise Ratio (test)

95.88AUPRO (Pixel)

6

Pixel-level Anomaly Detection

Real-IAD 10% Noise Ratio (test)

96.16P-AUPRO

6

Pixel-level Anomaly Detection

Real-IAD 0% Noise Ratio (test)

95.97AUPRO (Pixel)

6

Image-level Anomaly Detection

Real-IAD 40% Noise Ratio (test)

90.99I-AUROC

6

Image-level Anomaly Detection

Real-IAD 20% Noise Ratio (test)

92.08I-AUROC

6

Image-level Anomaly Detection

Real-IAD 10% Noise Ratio (test)

92.36I-AUROC

6

Image-level Anomaly Detection

Real-IAD 0% Noise Ratio (test)

92.39I-AUROC

6

Anomaly Segmentation

Real IAD (test)

0.893I-AUROC

6

Anomaly Detection

Real-IAD single-class

0.912Image-level AUROC

6

Instance Segmentation

Real-IAD (test)

84.5AP50 (Mask)

5

Anomaly Detection

Real-IAD

92.1I-AUROC

5

Anomaly Detection and Localization

Real-IAD (test)

79.3AUROC (Instance)

3

Anomaly Detection

Real-IAD

94I-AUC

2

Anomaly Localization

Real-IAD single view

87.5AUPRO

2

Anomaly Detection

Real-IAD single view

88.6AUROC

2

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Popular tasks

Anomaly Detection Pixel-level Anomaly Detection Image-level Anomaly Detection Anomaly Localization Anomaly Detection and Localization

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