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Time-series classification research benchmarks – Page 14 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94.7Accuracy

5

Mar 20, 2026

99.6Accuracy

5

Mar 20, 2026

92.2Accuracy

5

Mar 20, 2026

97.3Accuracy

5

Mar 20, 2026

Computers UCR archive

83.3Accuracy

5

Mar 13, 2026

78.4Accuracy

5

Mar 13, 2026

Worms UCR archive

78.3Accuracy

5

Mar 13, 2026

99.44Articulary Word Recognition Accuracy

5

Mar 4, 2026

UCR Archive binary 13 datasets (test)

100Coffee Accuracy

5

Feb 26, 2026

UCR 10 selected datasets, 90% missing

59.2Accuracy

5

Feb 26, 2026

UCR 10 selected datasets 60% missing

67.9Accuracy

5

Feb 26, 2026

UCR 10 selected datasets, 30% missing

70.5Accuracy

5

Feb 26, 2026

95Accuracy

5

Feb 26, 2026

Vanilla-Transformer

86.9Accuracy

5

Feb 26, 2026

100Accuracy

5

Feb 26, 2026

SonyAIBORobotSurface1

87.9Accuracy

5

Feb 26, 2026

85.3Accuracy

5

Feb 26, 2026

97.9Accuracy

5

Feb 26, 2026

0.658Accuracy

5

Feb 26, 2026

UCR 112 archive (test)

MiniRocket+MSRF

31Ties

5

Apr 23, 2026

98.2Accuracy

5

Feb 26, 2026

Lightning7 (test)

78.2Accuracy

5

Feb 26, 2026

Lightning2 (test)

80.9Accuracy

5

Feb 26, 2026

LargeKitchenAppliances (test)

93.3Accuracy

5

Feb 26, 2026

ItalyPowerDemand (test)

96Accuracy

5

Feb 26, 2026

Page 14 of 19

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UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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