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Papers Benchmarks Datasets Tasks

Outlier Detection research benchmarks – Page 9 · SOTA2 Research

Outlier Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Transient Mean Shift Multimodal (500, 250)

82.58F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift Multimodal (500, 150)

81.91F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift - Mixed (500, 250)

72.14F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift Mixed (500, 150)

71.31F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift - LogNormal (500, 250)

89.61F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift LogNormal (500, 150)

88.47F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift t (df=5) (500, 250)

0.75F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift t (df=5) (500, 150)

72.81F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift Normal (500, 250)

0.804F1 Score

7

Feb 26, 2026

Synthetic Transient Mean Shift Normal (500, 150)

79.65F1 Score

7

Feb 26, 2026

Synthetic Multimodal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250

69.43F1 Score

7

Feb 26, 2026

Synthetic Mixed Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250

0.586F1 Score

7

Feb 26, 2026

Synthetic LogNormal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250

79.22F1 Score

7

Feb 26, 2026

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

77.2F1 Score

7

Feb 26, 2026

Synthetic t-distribution (df=5) low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250

0.642F1 Score

7

Feb 26, 2026

Synthetic t-distribution df=5 low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=150

63.96F1 Score

7

Feb 26, 2026

Synthetic Normal Distribution low contamination (γ ∈ {0.01, 0.03, 0.05}) n=500, p=250

76.36F1 Score

7

Feb 26, 2026

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

0.998F1 Score

7

Feb 26, 2026

0.959AUC-ROC

7

Feb 26, 2026

meta-learning for relative DRE

63.55AUC

7

Feb 26, 2026

0.978AUPRC

5

Mar 17, 2026

35.4AUPRC

5

Mar 17, 2026

76.9AUROC

5

Mar 17, 2026

ImageNet-30 10% labeled data and unlabeled data

96.3AUROC (In-Distribution)

5

Feb 26, 2026

0.927AUROC

5

Feb 26, 2026

Page 9 of 11

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