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Anomaly Detection research benchmarks – Page 22 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic confounder

74.88AUROC

13

Mar 24, 2026

Gridworld newobj

98.22AUROC

13

Mar 24, 2026

Gridworld mechanism

84.59AUROC

13

Mar 24, 2026

CIFAR-10 newvar

0.824AUROC

13

Mar 24, 2026

CIFAR-10 mechanism

73.36AUROC

13

Mar 24, 2026

CIFAR-10 confounder

53.99AUROC

13

Mar 24, 2026

51.27AUROC

13

Mar 24, 2026

Adult mechanism

0.513AUROC

13

Mar 24, 2026

Adult confounder

0.525AUROC

13

Mar 24, 2026

22.5RI

13

Mar 4, 2026

91.99Precision

13

Mar 4, 2026

0.843PR

13

Mar 17, 2026

ChatAD-Qwen2.5-7B

92.23Accuracy

13

Feb 26, 2026

68.13F1 Score

13

Feb 26, 2026

Anomaly Transformer

0.712F1 Score

13

Feb 26, 2026

85.9AP

13

May 20, 2026

Fishyscapes Web Jan 20

61.4AP

13

Feb 27, 2026

Hyper-Kvasir (test)

0.937AUC-ROC

13

Feb 26, 2026

Synthetic Manufacturing Dataset (test)

94.4Accuracy

12

Jun 15, 2026

92.41AUC

12

Jun 2, 2026

97.59AUC

12

Jun 2, 2026

100AUC

12

Jun 2, 2026

SmallKitchenAppliances

89.79AUC

12

Jun 2, 2026

97.43AUC

12

Jun 2, 2026

UWaveGestureLibraryY

98.38AUC

12

Jun 2, 2026

Page 22 of 62

Popular datasets

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