Human activity recognition leaderboard

HHAR: macro-F1

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

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

This page ranks every result ChatPPG has recorded for human activity recognition on HHAR, 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): HHAR, Macro-F1 on HAR activities. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-F1 on HAR activities↑ Higher is better
1	InrtlWrist inrtlwrist (InrtlWrist MAE ViT 21.4M, MIT weights) Evaluation details IMU-Bench task card: 6 classes, 2.56 s, subject-disjoint; LIMU-BERT/SimMTM/FOCAL/RelCon/SSL-Wearables retrained on the same corpus in released results.	0.621 probe / 0.603 FT

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

About the dataset

HHAR: heterogeneity HAR, smartphones + smartwatches (n=9)

Subjects: 9
Signals: accel
Licence: Creative Commons Attribution 4.0 International (CC BY 4.0)

Sources on this board

InrtlWrist (model)

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

BibTeX

@misc{chatppg_har_hhar_macro_f1_har,
  author       = {{ChatPPG}},
  title        = {{HHAR macro-F1 leaderboard: human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/hhar-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: "HHAR macro-F1 leaderboard: human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/hhar-macro-f1-har"
date-released: "2026-10-16"