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Time-series classification research benchmarks – Page 9 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

78.4Accuracy

10

Feb 26, 2026

40.5Accuracy

10

Feb 26, 2026

91.8Accuracy

10

Feb 26, 2026

71.5Accuracy

10

Feb 26, 2026

Opportunity Locomotion

91Accuracy

10

Feb 26, 2026

OpportunityGestures

92Accuracy

10

Feb 26, 2026

96Accuracy

10

Feb 26, 2026

32Accuracy

10

Feb 26, 2026

98Accuracy

10

Feb 26, 2026

Insect Wingbeat

72Accuracy

10

Feb 26, 2026

79Accuracy

10

Feb 26, 2026

100Accuracy

10

Feb 26, 2026

98Accuracy

10

Feb 26, 2026

RightWhaleCalls (test)

91.99Accuracy

10

Feb 26, 2026

FruitFlies (test)

97.09Accuracy

10

Feb 26, 2026

1Accuracy

10

Jun 23, 2026

SonyAIBORobotSurface2 (test)

94Accuracy

10

Feb 26, 2026

RefrigerationDevices (test)

76.1Accuracy

10

Mar 13, 2026

MiddlePhalanxOutlineCorrect (test)

82.2Accuracy

10

Feb 26, 2026

13,710.3Median Compression Ratio

9

Jun 9, 2026

UCR 112 (train)

2.85Total Training Time (hrs)

9

May 11, 2026

RoomOccupancy (RO) (test)

94.8Accuracy

9

May 7, 2026

UniMiB-SHAR (UM) UEA archive (test)

87.1Accuracy

9

May 7, 2026

JapaneseVowels (JV) UEA archive (test)

99.2Accuracy

9

May 7, 2026

SelfRegulationSCP2 (SR2) UEA archive (test)

61.2Accuracy

9

May 7, 2026

Page 9 of 19

Popular datasets

UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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