Human activity recognition leaderboard

prosi: macro-F1

Name: prosi macro-F1 leaderboard: human activity recognition
Creator: ChatPPG

1 reported result for human activity recognition on prosi, ranked by macro-F1. Every row cites its source publication.

This page ranks every result ChatPPG has recorded for human activity recognition on prosi, 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.

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): prosi, Macro-F1 on HAR activities. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-F1 on HAR activities↑ Higher is better
1	Take it Personally take-it-personally-rl-ppg-ssl-emotion-acii-2026 (RL-PPG fine-tuned) Evaluation details 7 activities, LOSO, PPG-only (Galaxy Watch 3, 25 Hz, 10 s); uniform baseline 0.14	0.64

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.

Sources on this board

Take it Personally: The Limits of General SSL Representations for Real-Life PPG Emotion Detection (paper)

Related leaderboards

Human activity recognition on other datasets

PAMAP2: macro-F1 (7)
opportunity: macro-F1 (6)
capture-24: macro-F1 (5)
capture-24: Cohen's kappa (4)
mhealth: F1 (4)
mhealth: macro-F1 (4)
PAMAP2: 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)

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). prosi macro-F1 leaderboard: human activity recognition [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/har/prosi-macro-f1-har

BibTeX

@misc{chatppg_har_prosi_macro_f1_har,
  author       = {{ChatPPG}},
  title        = {{prosi macro-F1 leaderboard: human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/prosi-macro-f1-har}},
  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: "prosi macro-F1 leaderboard: human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/prosi-macro-f1-har"
date-released: "2026-10-16"