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Time-series classification research benchmarks – Page 3 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCR Archive all datasets

71Wins

21

Apr 29, 2026

LSST Scenario 3 v1 (test)

65.6Accuracy

21

Apr 3, 2026

LSST Scenario 2 v1 (test)

64.4Accuracy

21

Apr 3, 2026

LSST Scenario 1 v1 (test)

70.6Accuracy

21

Apr 3, 2026

68.57Accuracy

21

Jul 1, 2026

58.22Accuracy

21

Jul 1, 2026

96.14Accuracy

21

Jul 1, 2026

89.37Mean Accuracy (UCR 30)

21

Apr 13, 2026

UEA & UCR Time Series Classification Repository Missing (70%)

70.3Accuracy

20

Jul 2, 2026

UEA & UCR Repository Missing (50%)

71.7Accuracy

20

Jul 2, 2026

UEA & UCR Time Series Classification Repository 30 datasets Missing (30%)

72.3Accuracy

20

Jul 2, 2026

UEA & UCR Time Series Classification Repository Regular

72.7Accuracy

20

Jul 2, 2026

18-datasets benchmark suite Average

73Accuracy

20

Apr 3, 2026

18-datasets benchmark suite 70% Missing

71.8Accuracy

20

Apr 3, 2026

18-datasets benchmark suite 50% Missing

72.6Accuracy

20

Apr 3, 2026

18-datasets benchmark suite 30% Missing

74.3Accuracy

20

Apr 3, 2026

UCR Archive (test)

83.3Accuracy

20

May 26, 2026

97.9Accuracy

20

May 1, 2026

10 datasets Avg.

75Accuracy

20

Feb 26, 2026

Healthcare MT (test)

95.6F1 Score

19

Mar 24, 2026

Healthcare TP (test)

98.7F1 Score

19

Mar 24, 2026

63.1F1 Score

19

Mar 24, 2026

69.6F1 Score

19

Mar 24, 2026

Epilepsy (test)

97.23Accuracy

19

Apr 23, 2026

CMUSUBJECT16 (test)

100Accuracy

19

Feb 26, 2026

Page 3 of 19

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