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Time-series classification research benchmarks – Page 16 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UWaveGestureLibraryY (test)

73.7Accuracy

5

Feb 26, 2026

UWaveGestureLibraryX (test)

80.6Accuracy

5

Feb 26, 2026

UWaveGestureLibraryAll (test)

94.9Accuracy

5

Feb 26, 2026

TwoPatterns (test)

99.4Accuracy

5

Feb 26, 2026

100Accuracy

5

Feb 26, 2026

ToeSegmentation 2 (test)

94.7Accuracy

5

Feb 26, 2026

ToeSegmentation1 (test)

95.4Accuracy

5

Feb 26, 2026

93.4Accuracy

5

Feb 26, 2026

SwedishLeaf (test)

93.9Accuracy

5

Feb 26, 2026

Strawberry (test)

96.8Accuracy

5

Feb 26, 2026

SonyAIBORobotSurface1 (test)

0.96Accuracy

5

Feb 26, 2026

SmallKitchenAppliances (test)

80.2Accuracy

5

Feb 26, 2026

ShapesAll (test)

85.4Accuracy

5

Feb 26, 2026

ShapeletSim (test)

100Accuracy

5

Feb 26, 2026

ScreenType (test)

67.6Accuracy

5

Feb 26, 2026

ProximalPhalanxTW (test)

81.7Accuracy

5

Feb 26, 2026

ProximalPhalanxOutlineCorrect (test)

88.1Accuracy

5

Feb 26, 2026

ProximalPhalanxOutlineAgeGroup (test)

84.1Accuracy

5

Feb 26, 2026

100Accuracy

5

Feb 26, 2026

OliveOil (test)

88.8Accuracy

5

Feb 26, 2026

NonInvasiveFatalECGThorax2 (test)

95.4Accuracy

5

Feb 26, 2026

NonInvasiveFatalECGThorax1 (test)

94.7Accuracy

5

Feb 26, 2026

MoteStrain (test)

88.2Accuracy

5

Feb 26, 2026

MiddlePhalanxTW (test)

63.1Accuracy

5

Feb 26, 2026

MiddlePhalanxOutlineAgeGroup (test)

74.4Accuracy

5

Feb 26, 2026

Page 16 of 19

Popular datasets

UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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