Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Outlier Detection research benchmarks – Page 8 · SOTA2 Research

Outlier Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic t (df=5) (n=500, p=150)

100F1 Score

7

Feb 26, 2026

Synthetic Normal (n=500, p=250)

100F1 Score

7

Feb 26, 2026

Synthetic Normal (n=500, p=150)

100F1 Score

7

Feb 26, 2026

pendigits (full)

51.15Recall

7

Feb 26, 2026

optdigits (full)

6.67Recall

7

Feb 26, 2026

97.32Recall

7

Feb 26, 2026

67.23Recall

7

Feb 26, 2026

100Recall

7

Feb 26, 2026

letter (1600, 32) (full)

33Recall

7

Feb 26, 2026

ionosphere (full)

49.83Recall

7

Feb 26, 2026

26Recall

7

Feb 26, 2026

50.68Recall

7

Feb 26, 2026

arrhythmia (452, 274) (full)

34.94Recall

7

Feb 26, 2026

Process Shifts (Sustained)

1Recall

7

Feb 26, 2026

Process Shifts (Transient)

83.48Recall

7

Feb 26, 2026

Synthetic Sustained Mean Shift (Multimodal distribution, n=500, p=250) high contamination levels (γ ∈ {10, 15, 20})

68.34F1 Score

7

Feb 26, 2026

Synthetic Sustained Mean Shift Mixed distribution, n=500, p=250 high contamination levels (γ ∈ {10, 15, 20})

100F1 Score

7

Feb 26, 2026

Synthetic Sustained Mean Shift (LogNormal distribution, n=500, p=250) high contamination levels (γ ∈ {10, 15, 20})

100F1 Score

7

Feb 26, 2026

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

100F1 Score

7

Feb 26, 2026

Synthetic Sustained Mean Shift (t (df=5) distribution, n=500, p=250) high contamination levels (γ ∈ {10, 15, 20})

100F1 Score

7

Feb 26, 2026

Synthetic Mean Shift t (df=5) distribution, n=500, p=150 Sustained (high contamination levels (γ ∈ {10, 15, 20}))

100F1 Score

7

Feb 26, 2026

Synthetic Mean Shift (Normal distribution, n=500, p=250) high contamination levels (γ ∈ {10, 15, 20}) Sustained

100F1 Score

7

Feb 26, 2026

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

100F1 Score

7

Feb 26, 2026

10 real-world benchmark datasets Average

45.45Recall

7

Feb 26, 2026

Synthetic Transient Mean Shift Aggregate

76.2F1 Avg

7

Feb 26, 2026

Page 8 of 11

Popular datasets

Synthetic Transient Mean Shift cardio Optdigits Mushroom Synthetic Mean Shift

Follow for updates

Join SOTA2 Contact