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Papers Benchmarks Datasets Tasks

Unsupervised Anomaly Detection research benchmarks · SOTA2 Research

Unsupervised Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNIST Heldout Digit 9

85.4AUPRC

16

Apr 28, 2026

MNIST Heldout Digit 7

0.857AUPRC

16

Apr 28, 2026

MNIST Heldout Digit 5

95.9AUPRC

16

Apr 28, 2026

MNIST Heldout Digit 4

93.5AUPRC

16

Apr 28, 2026

MNIST (Heldout Digit 1)

95.9AUPRC

16

Apr 28, 2026

99.7Image AUROC

10

Feb 26, 2026

PPMI (one fold)

67Gmean

6

Feb 26, 2026

38.5Macro Precision

5

May 1, 2026

Anomaly Detection Datasets Aggregate (test)

—

—Primary metric

0

Feb 26, 2026

Popular datasets

MNIST MVTec AD PPMI Anomaly Detection Datasets TELCO

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