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Time-series classification research benchmarks – Page 15 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

InsectWingbeatSound (test)

61.7Accuracy

5

Feb 26, 2026

InlineSkate (test)

43.8Accuracy

5

Feb 26, 2026

65.3Accuracy

5

Feb 26, 2026

51.2Accuracy

5

Feb 26, 2026

HandOutlines (test)

92.4Accuracy

5

Feb 26, 2026

83.2Accuracy

5

Feb 26, 2026

97.4Accuracy

5

Feb 26, 2026

FiftyWords (test)

72.9Accuracy

5

Feb 26, 2026

FacesUCR (test)

93.9Accuracy

5

Feb 26, 2026

FaceFour (test)

95.7Accuracy

5

Feb 26, 2026

96.8Accuracy

5

Feb 26, 2026

Earthquakes (test)

78.4Accuracy

5

Feb 26, 2026

87.1Accuracy

5

Feb 26, 2026

DistalPhalanxTW (test)

76.7Accuracy

5

Feb 26, 2026

DistalPhalanxOutlineCorrect (test)

82.9Accuracy

5

Feb 26, 2026

DistalPhalanxOutlineAgeGroup (test)

84.4Accuracy

5

Feb 26, 2026

DiatomSizeReduction (test)

97.4Accuracy

5

Feb 26, 2026

CricketZ (test)

79.8Accuracy

5

Feb 26, 2026

CricketY (test)

76.2Accuracy

5

Feb 26, 2026

CricketX (test)

77.7Accuracy

5

Feb 26, 2026

83.3Accuracy

5

Feb 26, 2026

WormsTwoClass (test)

77.9Accuracy

5

Feb 26, 2026

71.9Accuracy

5

Feb 26, 2026

WordSynonyms (test)

68.4Accuracy

5

Feb 26, 2026

UWaveGestureLibraryZ (test)

74.7Accuracy

5

Feb 26, 2026

Page 15 of 19

Popular datasets

UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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