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Activity Recognition research benchmarks – Page 3 · SOTA2 Research

Activity Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Human Activity Recognition open-source (500 held-out samples)

71.6Accuracy

8

May 29, 2026

Overall (HAR, CASAS, Health) (test)

29Accuracy

8

May 26, 2026

60Accuracy

8

May 26, 2026

HAR Synthetic (test)

23.4Accuracy

8

May 26, 2026

98.87Accuracy

8

Feb 26, 2026

NPL + Multi-view projections

39.6Accuracy

8

Feb 26, 2026

NPL + Multi-view projections

54.5Accuracy

8

Feb 26, 2026

Ground Truth 3D Pose

100Accuracy

8

Feb 26, 2026

ResNet-50 + Kinetics

100Accuracy

8

Feb 26, 2026

Toyota Smarthome

AssembleNet++ (object + peer-attention)

63.64Mean Per-Class Accuracy

8

Feb 26, 2026

Breakfast Actions

HCF + Pattern Theory + ConceptNet

42.9Precision

8

Feb 26, 2026

Temporal filters + LSTM (Ours)

81.4Accuracy

8

Feb 26, 2026

EEG (Wang et al., 2025)

80.43Accuracy

7

May 18, 2026

HHAR Oracle train-domain (val)

98.91Nexus 4 Accuracy

7

Feb 26, 2026

HHAR Train-domain (val)

98.91Nexus 4 Accuracy

7

Feb 26, 2026

NPL + Multi-view projections

58.9Accuracy

7

Feb 26, 2026

84.1F1 Score

6

Mar 30, 2026

22.3AULC

6

Mar 5, 2026

Activity (test)

6.62CPD

6

Feb 26, 2026

Human Activity Recognition Trondheim (HARTH) (test)

85.37Accuracy

6

Feb 26, 2026

Kinetics 5-shot 5-way (meta-test)

94.7Accuracy

6

Feb 26, 2026

Wearable State Recognition

81.3AUC ROC

5

May 18, 2026

75.81Success Rate

5

Feb 26, 2026

Person Activity

43.66Success Attack Rate

5

Feb 26, 2026

68.63Success Attack Rate

5

Feb 26, 2026

Page 3 of 4

Popular datasets

EGTEA Gaze+WISDM HMDB HHAR RoboFiSense

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