ChatPPG.
Join free

Human activity recognition leaderboard

CAPTURE-24: macro-F1 (4-class activity intensity)

1 reported result for human activity recognition on CAPTURE-24 (4-class activity intensity), ranked by macro-F1. Every row cites its source publication.

Last updated

Recent changes

  1. SOTA star awarded to ActiNet, 0.818

  2. 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.

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, 4 classes (Walmsley: sleep / sedentary / light / MVPA).

Human activity recognition (IMU): CAPTURE-24, Macro-F1 on HAR activities. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-F1 on HAR activities↑ Higher is better
1ActiNet

actinet-ssl-harnet-hmm-activity-intensity-sci-rep-2026 (ActiNet = harnet-ukb fine-tuned + HMM)

Evaluation details · open weights

Sleep/sedentary/light/MVPA (Walmsley), 30-s @30 Hz wrist ACC, 151 pts, nested 5-fold group CV; κ 0.860; RF+HMM 0.764.

Label set: 4-class intensity (Walmsley)

Weights: open

0.818

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.

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 (4-class activity intensity): human activity recognition, https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-4-class (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-4-class">ChatPPG, CAPTURE-24 macro-F1 leaderboard (4-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 (4-class activity intensity): human activity recognition [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-4-class

BibTeX
@misc{chatppg_har_capture_24_macro_f1_har_intensity_4_class,
  author       = {{ChatPPG}},
  title        = {{CAPTURE-24 macro-F1 leaderboard (4-class activity intensity): human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-4-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 (4-class activity intensity): human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/capture-24-macro-f1-har-intensity-4-class"
date-released: "2026-10-20"