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Papers Benchmarks Datasets Tasks

Outlier Detection research benchmarks – Page 3 · SOTA2 Research

Outlier Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.1AUROC

17

Mar 17, 2026

Waveform ADBench

84.3AUROC (%)

17

Mar 17, 2026

thyroid ADBench

98.19AUROC (%)

17

Mar 17, 2026

SpamBase ADBench

66.2AUROC

17

Mar 17, 2026

Satimage-2 ADBench

99.88AUROC (%)

17

Mar 17, 2026

satellite ADBench

86.9AUROC (%)

17

Mar 17, 2026

72.53AUROC

17

Mar 17, 2026

pendigits ADBench

96.11AUROC

17

Mar 17, 2026

PageBlocks ADBench

92.08AUROC

17

Mar 17, 2026

optdigits ADBench

87.22AUROC

17

Mar 17, 2026

landsat ADBench

69.91AUROC

17

Mar 17, 2026

Cardiotocography ADBench

78.53AUROC

17

Mar 17, 2026

breastw ADBench

99.14AUROC

17

Mar 17, 2026

meta-learning for relative DRE

97.28AUC

17

Feb 26, 2026

98.43AUROC

14

Mar 17, 2026

Waveform (Group I)

84.3AUROC (%)

14

Mar 17, 2026

thyroid (Group I)

97.71AUROC

14

Mar 17, 2026

SpamBase (Group I)

66.2AUROC

14

Mar 17, 2026

satimage-2 (Group I)

99.88AUROC

14

Mar 17, 2026

satellite (Group I)

86.9AUROC

14

Mar 17, 2026

72.53AUROC

14

Mar 17, 2026

pendigits (Group I)

92.74AUROC

14

Mar 17, 2026

PageBlocks (Group I)

92.08AUROC

14

Mar 17, 2026

optdigits (Group I)

0.872AUROC

14

Mar 17, 2026

landsat (Group I)

69.91AUROC

14

Mar 17, 2026

Page 3 of 11

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