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Papers Benchmarks Datasets Tasks

Human Activity Recognition research benchmarks – Page 7 · SOTA2 Research

Human Activity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UniMiB 3ch (LOSO-CV)

Channel-Free HAR

80.8Accuracy (Clean)

5

Apr 24, 2026

WISDM 3ch (LOSO-CV)

Channel-Free HAR

88Accuracy (Clean)

5

Apr 24, 2026

UCI-HAR 9ch (LOSO-CV)

Channel-Free HAR

95.5Accuracy (Clean)

5

Apr 24, 2026

DSADS 45ch (LOSO-CV)

Channel-Free HAR

92.8Accuracy (Clean)

5

Apr 24, 2026

PAMAP2 40ch (LOSO-CV)

Channel-Free HAR

92Accuracy (Clean)

5

Apr 24, 2026

UCI-HAR (cross-domain)

MSTN-Transformer

96.84Accuracy

5

Apr 14, 2026

UCI-HAR alpha=1.0 (test)

91.51Accuracy

5

Mar 17, 2026

UCI-HAR alpha=0.5 (test)

92.3Accuracy

5

Mar 17, 2026

UCI-HAR alpha=0.2 (test)

94.03Accuracy

5

Mar 17, 2026

Human Activity Recognition (HAR) (leave-one-domain-out)

98.48Accuracy (Domain I)

5

Mar 4, 2026

Human Activity Recognition (HAR)

98.59Macro-F1 (TD I)

5

Mar 4, 2026

Delta thr. + SNN

8Spike Rate

5

Feb 26, 2026

Sensor-based Activity Recognition (test)

96.7Accuracy

5

Feb 26, 2026

95.3Accuracy

5

Feb 26, 2026

WiFi HAR (test)

60.6Accuracy

5

Feb 26, 2026

Orange (mixed (pure + cross) windows)

61.7Accuracy

4

Jun 2, 2026

MM-Fi balanced (test)

87.69Avg HAR Accuracy

4

May 8, 2026

71.8Accuracy

4

Apr 29, 2026

74.2Accuracy

4

Apr 29, 2026

81.5Accuracy

4

Apr 29, 2026

86.5Accuracy

4

Apr 29, 2026

33.33Initial Accuracy

4

Apr 29, 2026

25.55Initial Accuracy

4

Apr 29, 2026

54.44Initial Accuracy

4

Apr 29, 2026

4.6Relative Degradation

4

Mar 31, 2026

Page 7 of 10

Popular datasets

UCI-HAR HAR PAMAP2 WISDM OPPORTUNITY

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