Human activity recognition leaderboard

PAMAP2: accuracy

Name: PAMAP2 accuracy leaderboard: human activity recognition
Creator: ChatPPG

1 reported result for human activity recognition on PAMAP2, ranked by accuracy. Every row cites its source publication.

This page ranks every result ChatPPG has recorded for human activity recognition on PAMAP2, measured by Accuracy (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

Human activity recognition (IMU): PAMAP2, Accuracy. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Accuracy↑ Higher is better
1	Random forest (Yang) Random-forest strategy (Yang) Evaluation details Leave-one-subject-out; random-forest-based strategy; the paper reports an average F1 and accuracy in %. Reported as of: 2026-10-16	92.21

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-16.

About the dataset

PAMAP2: Physical Activity Monitoring (n=9, 3× IMU + HR)

Subjects: 9
Signals: accel, gyro, magnetometer, skin-temp, hr
Licence: CC BY 4.0

Related leaderboards

Other metrics on PAMAP2

Human activity recognition on other datasets

opportunity: macro-F1 (6)
capture-24: macro-F1 (5)
capture-24: Cohen's kappa (4)
mhealth: F1 (4)
mhealth: macro-F1 (4)
RealWorld HAR: macro-F1 (4)
WISDM AR v1.1: accuracy (4)
UCI Human Activity Recognition Using Smartphones (UCI-HAR): F1 (3)
USC-HAD: F1 (3)
DEO: balanced accuracy (1)
har-6bench-avg: macro-F1 (1)
HHAR: macro-F1 (1)

All human activity recognition leaderboards

Data and submissions

Download every leaderboard as JSON or CSV. Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite this

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). PAMAP2 accuracy leaderboard: human activity recognition [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/har/pamap2-accuracy

BibTeX

@misc{chatppg_har_pamap2_accuracy,
  author       = {{ChatPPG}},
  title        = {{PAMAP2 accuracy leaderboard: human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/pamap2-accuracy}},
  note         = {ChatPPG Research Hub}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "PAMAP2 accuracy leaderboard: human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/pamap2-accuracy"
date-released: "2026-10-16"