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Papers Benchmarks Datasets Tasks

MVTec AD dataset and benchmarks – Page 8 · SOTA2 Research

Research Datasets

MVTec AD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Image-level anomaly detection

MVTec AD capsule

100AUROC

4

Image-level anomaly detection

MVTec AD bottle

100AUROC

4

Anomaly Segmentation

MVTec-AD 8-shot (test)

97.8AUROC

4

Anomaly Detection

MVTec AD

0.977AUPRC

4

Anomaly Synthesis Quality Assessment

MVTec-AD

60.39FID

4

Instance-level anomaly detection

MVTec AD 1.0 (test)

90.5IAP (bottle)

4

Anomaly Reasoning

Mvtec-AD

44.65ROUGE-L

3

Anomaly Detection

MVTec-AD Severity Split

96.2Image-level AUC

3

Anomaly Image Synthesis

MVTec-AD (train)

56.99FID

3

Anomaly Classification

MVTec-AD AC

81.4Accuracy

3

Anomaly Segmentation

MVTec-AD 16-shot (test)

97.5AUROC

3

Anomaly Detection

MVTec-AD

97.7Pixel-level AUROC

2

Outlier detection

MVTec-AD Image

62.3AP

2

Anomaly Detection

MVTec-AD

99.4I-AUROC

2

Ablation Study (BCM Module)

MVTec AD (test)

99.1AUROC

2

Anomaly Segmentation

MVTec-AD full-shot

98.2AUROC

2

Anomaly Detection

MVTec-AD full-shot

0.995AUROC

2

Pixel-level Segmentation

MVTec AD cable

89.7Accuracy

1

Pixel-level Segmentation

MVTec AD bottle

92.25Accuracy

1

Industrial Anomaly Detection

MVTec AD (test)

91Acc

1

Anomaly Detection

MVTec AD

—Primary metric

0

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Popular tasks

Anomaly Detection Anomaly Segmentation Image-level Anomaly Detection Anomaly Localization Defect Generation

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