Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Human Activity Recognition research benchmarks – Page 8 · SOTA2 Research

Human Activity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

11.7Relative Performance Degradation

4

Mar 31, 2026

MMAct Full-Shot

77.1Accuracy

4

Feb 27, 2026

UTD-MHAD Full-Shot

85.6Accuracy

4

Feb 27, 2026

DSADS Full-Shot

94.3Accuracy

4

Feb 27, 2026

WISDM Full-Shot

81.3Accuracy

4

Feb 27, 2026

Wharf Full-Shot

82.7Accuracy

4

Feb 27, 2026

UT-Complex Full-Shot

99.1Accuracy

4

Feb 27, 2026

Harth Full-Shot

98Accuracy

4

Feb 27, 2026

Mhealth Full-Shot

97Accuracy

4

Feb 27, 2026

USC-HAD Full-Shot

58.3Accuracy

4

Feb 27, 2026

PAMAP2 Full-Shot

98Accuracy

4

Feb 27, 2026

TNDA-HAR Full-Shot

99.6Accuracy

4

Feb 27, 2026

RealWorld Full-Shot

84Accuracy

4

Feb 27, 2026

HAR70+ Full-Shot

97.7Accuracy

4

Feb 27, 2026

Shoaib Full-Shot

99.7Accuracy

4

Feb 27, 2026

w-HAR Full-Shot

98.4Accuracy

4

Feb 27, 2026

MotionSense Full-Shot

99.8Accuracy

4

Feb 27, 2026

Opportunity Full-Shot

88.2Accuracy

4

Feb 27, 2026

UCI HAR (5-fold cross-validation)

98.5Accuracy

4

Feb 26, 2026

Human Activity Recognition (HAR) (test)

Support Tensor Machine

96.7Accuracy

4

Feb 26, 2026

HAR Dataset (test)

Support Tensor Machine

96.67Accuracy

4

Feb 26, 2026

mmWave radar HAR (test)

94.27Overall Accuracy

4

Feb 26, 2026

20.8Memory Footprint (KB)

4

Feb 26, 2026

25.1Memory Footprint (KB)

4

Feb 26, 2026

20.5Memory Footprint (KB)

4

Feb 26, 2026

Page 8 of 10

Popular datasets

UCI-HAR HAR PAMAP2 WISDM OPPORTUNITY

Follow for updates

Join SOTA2 Contact