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Time-series classification research benchmarks – Page 18 · SOTA2 Research

Time-series classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

87.8Accuracy

4

Feb 26, 2026

78.86Accuracy

4

Feb 26, 2026

FaultDetectionA (test)

PARALESN (DEEP)

94.8Accuracy

4

Feb 26, 2026

NAS-Bench-360 Satellite Image Time Series

3Runtime (GPU hours)

4

Feb 26, 2026

93F1 Score

3

Jul 7, 2026

GestureMidAir D1

72F1 Score

3

Jul 7, 2026

80F1 Score

3

Jul 7, 2026

78F1 Score

3

Jul 7, 2026

EOGHorizontalSignal

52F1 Score

3

Jul 7, 2026

83F1 Score

3

Jul 7, 2026

83F1 Score

3

Jul 7, 2026

BasicMotions UEA Archive

100Accuracy

3

May 11, 2026

Cricket (CR) (test)

Baseline end-to-end

0.958Accuracy

3

Mar 18, 2026

BasicMotions (BM) (test)

Baseline end-to-end

100Accuracy

3

Mar 18, 2026

ArticularyWordRecognition (AWR) (test)

Baseline staged

96.3Accuracy

3

Mar 18, 2026

Crop UCR (test)

71.88Accuracy

2

Jun 23, 2026

100Accuracy

2

Jun 23, 2026

Trace (UCR Archive) (test)

81Test Accuracy

2

May 28, 2026

ItalyPowerDemand (UCR Archive) (test)

95.9Test Accuracy

2

May 28, 2026

InsectWingbeatSound UCR Archive (test)

55.8Test Accuracy

2

May 28, 2026

FreezerRegular UCR Archive (test)

92.2Test Accuracy

2

May 28, 2026

30 benchmark datasets 70% Missing (test)

Neural CDE (with TANDEM)

70.9Accuracy

2

Apr 3, 2026

113 datasets (5-fold CV)

91.98Accuracy

2

Feb 26, 2026

UWave Gesture Library (UW)

0.26Trainable Parameters (M)

2

Feb 26, 2026

Spoken Arabic Digits (SAD)

0.14Params (M)

2

Feb 26, 2026

Page 18 of 19

Popular datasets

UCR UEA UCR archive TSC Archive UWaveGestureLibrary

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