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Time-series classification research benchmarks – Page 10 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SelfRegulationSCP1 (SR1) UEA archive (test)

89.3Accuracy

9

May 7, 2026

LSST (LS) UEA archive (test)

62.2Accuracy

9

May 7, 2026

FaceDetection (FD) UEA archive (test)

69.5Accuracy

9

May 7, 2026

Sleep UEA archive (test)

88.2Accuracy

9

May 7, 2026

EEG signals for cursor control

87.71Accuracy

9

Apr 20, 2026

98.5Accuracy

9

Apr 10, 2026

77Accuracy

9

Apr 10, 2026

97.3Accuracy

9

Apr 10, 2026

95.1Accuracy

9

Apr 10, 2026

UCR 32 (held-out)

68.6Mean Accuracy

9

Mar 17, 2026

0.555Accuracy

9

Feb 26, 2026

78.41Accuracy

9

Feb 26, 2026

0.822Accuracy

9

Feb 26, 2026

59.31Accuracy

9

Feb 26, 2026

81.68Accuracy

9

Feb 26, 2026

0.13SM

9

Feb 26, 2026

0.08SM Score

9

Feb 26, 2026

90.3Accuracy

9

Feb 26, 2026

MosquitoSound (test)

91.54Accuracy

9

Feb 26, 2026

StarLightCurves (test)

97.7Accuracy

9

Feb 26, 2026

77.58Accuracy

8

Jul 1, 2026

80.08Accuracy

8

Jul 1, 2026

57.16Accuracy

8

Jul 1, 2026

81.79Accuracy

8

Jul 1, 2026

52.58Accuracy

8

Jul 1, 2026

Page 10 of 19

Popular datasets

UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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