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Papers Benchmarks Datasets Tasks

Human Activity Recognition research benchmarks – Page 3 · SOTA2 Research

Human Activity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PAMAP2 Subject-Hold-Out

76.7Accuracy

14

Apr 14, 2026

Shoaib Subject-Hold-Out

97.1Accuracy

14

Apr 14, 2026

UCI-HAR Subject-Hold-Out

90Accuracy

14

Apr 14, 2026

Opportunity Subject-Hold-Out

92.5Accuracy

14

Apr 14, 2026

92.86F1 Score

14

Feb 26, 2026

92.11F1

14

Feb 26, 2026

90.7Accuracy

14

Feb 26, 2026

Lightweight TCN

99.2Accuracy

13

Jun 2, 2026

PAMAP2 original irregular sampling

94.8Accuracy

13

Apr 3, 2026

94.42Accuracy

12

May 26, 2026

USC-HAD source-target pairs

62.81Transfer Accuracy (S01 -> S03)

12

May 7, 2026

HAR dataset (ALL)

Centralized XGBoost

95.77Accuracy

12

Mar 9, 2026

HAR dataset patient08

Centralized XGBoost

97.09Accuracy

12

Mar 9, 2026

HAR dataset patient07

Centralized XGBoost

96.51Accuracy

12

Mar 9, 2026

HAR dataset patient06

Centralized XGBoost

97.48Accuracy

12

Mar 9, 2026

HAR dataset patient05

Centralized XGBoost

97.7Accuracy

12

Mar 9, 2026

HAR dataset patient04

Centralized XGBoost

93.77Accuracy

12

Mar 9, 2026

Centralized XGBoost

97.31Accuracy

12

Mar 9, 2026

HAR dataset patient02

95.25Accuracy

12

Mar 9, 2026

HAR dataset patient01

Centralized XGBoost

93.28Accuracy

12

Mar 9, 2026

97.16Average Accuracy

12

Mar 4, 2026

mmWave radar point cloud (test)

97.25Overall Accuracy

12

Feb 26, 2026

7.53Time per Sweep (s)

12

Mar 17, 2026

UCI Shoaib Motion HHAR Average

81.42Accuracy

11

May 22, 2026

UniMM-HAR (C-Set)

81.82Accuracy

11

May 12, 2026

Page 3 of 10

Popular datasets

UCI-HAR HAR PAMAP2 WISDM OPPORTUNITY

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