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Papers Benchmarks Datasets Tasks

Fault Diagnosis research benchmarks · SOTA2 Research

Fault Diagnosis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Tennessee Eastman process (TEP) dataset (test)

100FDR

126

Apr 23, 2026

RMIS Fault Diagnosis Suite (IICA, IIEE, WTPG, MaFaulDa, SDUST, UMGED, PU)

63.31Overall Mean Score

28

Feb 26, 2026

0.989Accuracy

18

Feb 26, 2026

DIRG (Defective)

98.42Accuracy

18

Feb 26, 2026

DIRG (Non-Defective)

99.46Accuracy

18

Feb 26, 2026

HIT Bearing Dataset (test)

100Accuracy

18

Feb 26, 2026

72.63Vibration Score

14

Feb 26, 2026

6.59Vib Score

14

Feb 26, 2026

14.85Sound Component Score

14

Feb 26, 2026

0.709Sound Score

14

Feb 26, 2026

86.04Area under Multi-Split Curve

14

Feb 26, 2026

84.59Area under Multi-Split Curve

14

Feb 26, 2026

20-class fault diagnosis dataset (test)

Paired-mirror residuals + ResNet

96.7Accuracy

12

Apr 28, 2026

LISTA-Transformer

98.5Accuracy

11

Mar 5, 2026

JNU bearing dataset

Cascaded Multi-Granularity Pruning

76.76Accuracy

9

Jun 26, 2026

XJTUSuprgear Normal Data

99.53Average Accuracy

9

Mar 9, 2026

XJTUSuprgear -8 dB Gaussian Noise

80.06Accuracy

9

Mar 9, 2026

XJTUSuprgear -6 dB Gaussian Noise

81.5Accuracy

9

Mar 9, 2026

XJTUSuprgear -4 dB Gaussian Noise

85.33Accuracy

9

Mar 9, 2026

XJTUSuprgear -2 dB Gaussian Noise

87.69Accuracy

9

Mar 9, 2026

XJTUSuprgear 0 dB Gaussian Noise

89.33Accuracy (%)

9

Mar 9, 2026

PU Dataset (P8)

98.75H-score

7

Jul 7, 2026

PU Dataset (P7)

87.35H-score

7

Jul 7, 2026

PU Dataset (P6)

98.83H-score

7

Jul 7, 2026

PU Dataset (P5)

96.89H-score

7

Jul 7, 2026

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