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Papers Benchmarks Datasets Tasks

MVTec 3D-AD dataset and benchmarks · SOTA2 Research

Research Datasets

MVTec 3D-AD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Anomaly Detection

MVTec 3D-AD 1.0 (test)

0.989Mean Score

134

Anomaly Detection

MVTec 3D-AD

97.6AUPRO@30%

52

Anomaly Detection

MVTec 3D-AD

97.3I-AUROC

47

Anomaly Segmentation

MVTec 3D-AD

99.6Mean Score

40

Anomaly Localization

MVTec 3D-AD

97.7AUPRO (Mean)

29

Anomaly Detection

MVTec 3D-AD

98.4AUPRO@30% (Bagel)

23

Anomaly Detection

MVTec 3D-AD (test)

99.9I-AUC (Bagel)

9

Anomaly Detection

MVTec 3D-AD Setting 4: 6-1 with 4 steps

78.6I-AUROC

9

Anomaly Detection

MVTec 3D-AD Setting 3: 6-4 with 1 step

82.4I-AUROC

9

Anomaly Detection

MVTec 3D-AD Setting 2: 9-1 with 1 step

87.5I-AUROC

9

Anomaly Detection

MVTec 3D-AD Setting 1: 10-0 with 0 step

91I-AUROC

9

Anomaly Localization

MVTec 3D-AD (test)

98.6PRO@30% (Bagel)

8

3D Anomaly Classification

MVTec3D-AD (one-vs-rest)

83Object-level Recall

7

Industrial Anomaly Detection

MVTec-3D AD (test)

98.9Mean I-AUROC

7

Anomaly Localization

MVTec 3D-AD (test)

46.46AUPRO@1% (bagel)

6

Anomaly Segmentation

MVTec 3D-AD (test)

0.954I-AUROC

6

Multimodal Anomaly Localization

MVTec 3D-AD (test)

47.2Bagel AUPRO@1%

5

Anomaly Classification

MVTec 3D-AD

53.33Accuracy

5

Image-level Anomaly Detection

MVTec 3D-AD

93.37AUROC

5

Anomaly Generation

MVTec 3D-AD

51.28KID

5

Anomaly Segmentation

MVTec 3D-AD RGB+3D (test)

0.992Pixel AUROC

2

Popular tasks

Anomaly Detection Anomaly Segmentation Anomaly Localization Anomaly Classification Image-level Anomaly Detection

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