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OOD Detection research benchmarks – Page 19 · SOTA2 Research

OOD Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100TPR

4

Jun 23, 2026

100TPR

4

Jun 23, 2026

Obfs4 OOD: secio

100TPR

4

Jun 23, 2026

Obfs4 OOD: CurveZMQ

100True Positive Rate (TPR)

4

Jun 23, 2026

100TPR

4

Jun 23, 2026

100TPR

4

Jun 23, 2026

UPGen OOD: secio

100TPR

4

Jun 23, 2026

UPGen OOD: CurveZMQ

100TPR

4

Jun 23, 2026

FlowPaint OOD: TLS

100TPR

4

Jun 23, 2026

FlowPaint OOD: SSH

100TPR

4

Jun 23, 2026

FlowPaint OOD: secio

100True Positive Rate (TPR)

4

Jun 23, 2026

FlowPaint OOD: CurveZMQ

100TPR

4

Jun 23, 2026

CWRU Average across Scenarios (test)

97.5OOD UT

4

Jun 19, 2026

CWRU Scenario No.5 (test)

99.6OOD Utility Transfer

4

Jun 19, 2026

CWRU Scenario No.4 (test)

100OOD Utility Transfer (%)

4

Jun 19, 2026

CWRU Scenario No.3 (test)

99.4OOD UT Score

4

Jun 19, 2026

CWRU Scenario No.2 (test)

98.7OOD Utility Transfer (UT)

4

Jun 19, 2026

CWRU Scenario No.0 (test)

96.9Utility Transfer (OOD -> ID)

4

Jun 19, 2026

Gaussian noise Slight level (test)

51.8OOD Performance (UT)

4

Jun 19, 2026

Gaussian noise Medium level (test)

78.4OOD Detection Rate (UT)

4

Jun 19, 2026

Gaussian noise, Strong level (test)

82.1OOD Score (UT)

4

Jun 19, 2026

Rayleigh noise, Slight level (test)

51.5OOD UT

4

Jun 19, 2026

Rayleigh noise, Medium level (test)

83.6OOD Detection UT Score

4

Jun 19, 2026

Rayleigh noise, Strong level (test)

98.3OOD UT Score

4

Jun 19, 2026

Impulse noise, Slight level (test)

62.2OOD Detection Performance (UT)

4

Jun 19, 2026

Page 19 of 23

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