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ResearchFormerly WizWand

MVTec AD

Benchmarks

TaskDatasetSOTA resultTrendResults

Anomaly Detection

MVTec AD 15% training contamination (test)

0.991Carpet AUROC (MVTec AD)

7

Anomaly Detection

MVTec AD 10% training contamination (test)

99.6AUROC - Carpet

7

Anomaly Segmentation

MVTec-AD 1-shot (test)

96.8AUROC

7

Anomaly Detection

MVTec-AD 1-shot (test)

96.6AUROC

7

Anomaly Classification

MVTec-AD

93.1Image-AUC

7

Anomaly Localization

MVTec AD 2019 (test)

98.2Pixel AUC

7

Anomaly Detection

MVTec-AD Texture Categories (leave-one-domain-out)

0.991Carpet Score

7

Anomaly Detection

MVTec-AD (test)

99.8I-AUROC

6

Anomaly Detection

MVTec-AD (test)

100I-AUROC

6

Continual Anomaly Detection

MVTec-AD

560Inference Time (ms)

6

Anomaly Detection

MVTec AD Continual setting (test)

0.94I-ROC

6

Anomaly Detection

MVTec AD Multi-Class setting (test)

86I-ROC

6

Anomaly Detection

MVTec AD Single setting (test)

98I-ROC

6

Anomaly Detection

MVTec-AD super-multi-class

99.4AUROC (Image Level)

6

Anomaly Detection

MVTec-AD 4-shot

97.7AUROC

6

Anomaly Detection

MVTec-AD 2-shot

97.3AUROC

6

Anomaly Detection

MVTec-AD 8-shot (test)

98.2AUROC

6

Image-level Anomaly Detection

MVTec AD Texture Average 1.0 (test)

0.998Image AUROC

6

Anomaly Detection

MVTec AD surfaces

100Carpet Score

6

Continual Anomaly Detection

MVTec-AD

34.7Inference Latency (ms)

5

Anomaly Detection

MVTec-AD2

59.4I-AUC

5

Pixel-level Anomaly Detection and Localization

MVTec-AD

99.2AUC-P

5

Anomaly Detection

MVTec-AD 16-shot (test)

98.4AUROC

5

Anomaly Detection

MVTec AD (train/test)

3,872Training Memory (MB)

5

Multi-class anomaly detection

MVTec-AD

97.3Image AUROC

5