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Papers Benchmarks Datasets Tasks

Outlier Detection research benchmarks – Page 4 · SOTA2 Research

Outlier Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cardio (Group I)

97.21AUROC

14

Mar 17, 2026

breastw (Group I)

99.14AUROC

14

Mar 17, 2026

vowels (Group II)

97.64AUROC (%)

14

Mar 17, 2026

letter (Group II)

0.901AUROC

14

Mar 17, 2026

100AUROC

14

Mar 17, 2026

speech (Group II)

54.88AUROC

14

Mar 17, 2026

skin (Group II)

83.12AUROC

14

Mar 17, 2026

shuttle Group II

99.51AUROC (%)

14

Mar 17, 2026

mammog (Group II)

89.68AUROC

14

Mar 17, 2026

magic_g (Group II)

80.6AUROC

14

Mar 17, 2026

http (Group II)

100AUROC

14

Mar 17, 2026

wilt (Group II)

59.83AUROC

14

Mar 17, 2026

cover (Group II)

93.52AUROC

14

Mar 17, 2026

celeba (Group II)

0.812AUROC

14

Mar 17, 2026

cardio (Group II)

93.77AUROC

14

Mar 17, 2026

campaign (Group II)

76.24AUROC (%)

14

Mar 17, 2026

ALOI (Group II)

56.72AUROC

14

Mar 17, 2026

Synthetic Outlier-Free Multimodal Distribution

0Average FPR

14

Feb 26, 2026

Synthetic Outlier-Free Mixed Distribution

0.2Avg FPR

14

Feb 26, 2026

Synthetic Outlier-Free Lognormal Distribution

1.25FPR

14

Feb 26, 2026

Synthetic Outlier-Free t-distributed, df=5

0.004Avg FPR

14

Feb 26, 2026

Synthetic Outlier-Free Normal Distribution

0Avg FPR

14

Feb 26, 2026

Synthetic Sustained Mean Shift Mixed distribution, n=500, p=150 (high contamination levels (γ ∈ {10, 15, 20}))

100F1 Score

14

Feb 26, 2026

Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150

69.42F1 Score

14

Feb 26, 2026

65.1ROC AUC

13

Jun 16, 2026

Page 4 of 11

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