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Object Anomaly Detection research benchmarks · SOTA2 Research

Object Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Anomaly-ShapeNet Two Sample per class (test)

100Object AUROC

29

Apr 2, 2026

Real3D-AD Four Sample per class 1.0

99.63Object AUROC

17

Apr 2, 2026

Real3D-AD Two Sample per class 1.0

99.59Object AUROC

17

Apr 2, 2026

Open-Industry open-set

84.39Object AUROC

10

Apr 2, 2026

Anomaly-ShapeNet Four Sample per class (test)

100Object AUROC

8

Apr 2, 2026

GraphLogDebugger

84Accuracy

6

Feb 26, 2026

GraphLogDebugger

98.9Accuracy

6

Feb 26, 2026

GraphLogDebugger

68.5Accuracy

6

Feb 26, 2026

Popular datasets

Real3D-AD Anomaly-ShapeNet ArXiv HDFS Landslide

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