Human activity recognition leaderboard

WISDM AR v1.1: macro-F1

Name: WISDM AR v1.1 macro-F1 leaderboard: human activity recognition
Creator: ChatPPG

1 reported result for human activity recognition on WISDM AR v1.1, ranked by macro-F1. Every row cites its source publication.

This page ranks every result ChatPPG has recorded for human activity recognition on WISDM AR v1.1, 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): WISDM AR v1.1, Macro-F1 on HAR activities. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-F1 on HAR activities↑ Higher is better
1	ActiNet actinet-ssl-harnet-hmm-activity-intensity-sci-rep-2026 (ActiNet) Evaluation details Deployed CAPTURE-24 model, labels mapped to intensity; RF+HMM 0.679.	0.741

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

About the dataset

WISDM AR v1.1: cellphone accelerometer HAR (n=36)

Subjects: 36
Signals: accel
Licence: Not stated

Sources on this board

ActiNet: an open-source tool for activity intensity classification of wrist-worn accelerometry using self-supervised deep learning (paper)

Related leaderboards

Other metrics on WISDM AR v1.1

Human activity recognition: accuracy (4)

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)
UCI Human Activity Recognition Using Smartphones (UCI-HAR): F1 (3)
USC-HAD: F1 (3)
DEO: balanced accuracy (1)
har-6bench-avg: 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). WISDM AR v1.1 macro-F1 leaderboard: human activity recognition [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/har/wisdm-macro-f1-har

BibTeX

@misc{chatppg_har_wisdm_macro_f1_har,
  author       = {{ChatPPG}},
  title        = {{WISDM AR v1.1 macro-F1 leaderboard: human activity recognition}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/har/wisdm-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: "WISDM AR v1.1 macro-F1 leaderboard: human activity recognition"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/har/wisdm-macro-f1-har"
date-released: "2026-10-16"