ChatPPG.
Join free

Human activity recognition leaderboard

CAPTURE-24: macro-F1 (3-class activity intensity)

1 reported result for human activity recognition on CAPTURE-24 (3-class activity intensity), ranked by Macro-F1 on HAR activities. Every row cites its source publication.

Last updated

Recent changes

  1. Leaderboard added with 1 result

From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

Only reported result · macro-F1 · higher is better

0.661by An open-source deep learning model for classifyi (2026)

Open weightsThe top result is also the top open-weights result.

1 result0 with code1 open weightsYears 2026

Human activity recognition (IMU): CAPTURE-24, Macro-F1 on HAR activities. Reported results; ranks apply within this dataset, metric and protocol group.
RankModelmacro-F1 ↑YearCodeOpen weightsSizeProtocol
1An open-source deep learning model for classifyi

doomen-grip-open-source-wrist-acc-activity-intensity-chronic-pain-fdgth-2026 (GRIP CNN, CC BY 4.0 weights)

0.6612026No code link recordedOpen ✓—
Free-living
Evaluation details

Sedentary/light/MVPA (no sleep), 10-s windows, Capture-24 downsampled 100→12.5 Hz, trained on CP+HP lab + Capture-24 ("All on Capture"), repeated 10-fold subject-level CV; acc 67.2 %.

Label set: 3-class intensity: sedentary / light / MVPA

Sensors in dataset: IMU

Body site: wrist

Sampling rate: 12.5 Hz

Rows are ranked only within this task × dataset × metric and one protocol group. Protocols can still differ in detail; read each method's evaluation details before comparing. Year, code, open weights and size come from each model's or paper's record; a dash or “Unknown” means the record does not say.

This page ranks every result ChatPPG has recorded for human activity recognition on CAPTURE-24, measured by Macro-F1 on HAR activities (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric and this protocol group.

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.

Evaluation protocol: Activity intensity, 3 classes (sedentary / light / MVPA; no sleep class).

About the dataset

Licence: CC BY 4.0

Sources on this board

Related leaderboards

Other metrics on CAPTURE-24

Human activity recognition on other datasets

Show 11 more leaderboards

All human activity recognition leaderboards

Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, CAPTURE-24 macro-F1 leaderboard (3-class activity intensity): human activity recognition, https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-3-class (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-3-class">ChatPPG, CAPTURE-24 macro-F1 leaderboard (3-class activity intensity): human activity recognition</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

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

APA

ChatPPG. (2026). CAPTURE-24 macro-F1 leaderboard (3-class activity intensity): human activity recognition [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-3-class

BibTeX
@misc{chatppg_har_capture_24_macro_f1_har_intensity_3_class,
  author       = {{ChatPPG}},
  title        = {{CAPTURE-24 macro-F1 leaderboard (3-class activity intensity): human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-3-class}},
  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: "CAPTURE-24 macro-F1 leaderboard (3-class activity intensity): human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-3-class"
date-released: "2026-10-19"