Emotion recognition (valence/arousal) leaderboard

WESAD: macro-F1

Name: WESAD macro-F1 leaderboard: emotion recognition (valence/arousal)
Creator: ChatPPG
License: https://creativecommons.org/licenses/by/4.0/

1 reported result for emotion recognition (valence/arousal) on WESAD, ranked by macro-F1. Every row cites its source publication.

Last updated Nov 2, 2026

This page ranks every result ChatPPG has recorded for emotion recognition (valence/arousal) on WESAD, measured by Macro-averaged F1 (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.

Emotion recognition (valence/arousal): WESAD, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-averaged F1↑ Higher is better
1	Introducing WESAD, a Multimodal Dataset for… Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection Evaluation details Wrist physio (E4 BVP+EDA+TEMP) features, 60 s windows, 0.25 s shift, Random Forest, LOSO (15 subjects); accuracy 76.17% Label set: 3-class baseline / stress / amusement Reported as of: 2026-10-30	0.6633

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-30.

About the dataset

WESADWearable Stress and Affect Detection15 subjects · PPG · ECG · IMU

Licence: Scientific, non-commercial use with credit to the owners

Sources on this board

Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect DetectionICMI 2018 · 2018

Related leaderboards

Other metrics on WESAD

Emotion recognition (valence/arousal) on other datasets

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, WESAD macro-F1 leaderboard: emotion recognition (valence/arousal), https://chatppg.com/research/leaderboards/emotion/wesad-macro-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/emotion/wesad-macro-f1">ChatPPG, WESAD macro-F1 leaderboard: emotion recognition (valence/arousal)</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). WESAD macro-F1 leaderboard: emotion recognition (valence/arousal) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/emotion/wesad-macro-f1

BibTeX

@misc{chatppg_emotion_wesad_macro_f1,
  author       = {{ChatPPG}},
  title        = {{WESAD macro-F1 leaderboard: emotion recognition (valence/arousal)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/emotion/wesad-macro-f1}},
  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: "WESAD macro-F1 leaderboard: emotion recognition (valence/arousal)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/emotion/wesad-macro-f1"
date-released: "2026-11-02"