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Emotion recognition (valence/arousal) leaderboard

GroupAffect-4: macro-F1 (Arousal, LOSO)

1 reported result for emotion recognition (valence/arousal) on GroupAffect-4 (Arousal, LOSO), ranked by macro-F1. Every row cites its source publication.

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  1. 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 emotion recognition (valence/arousal) on GroupAffect-4, 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 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: Arousal — other benchmarks

Emotion recognition (valence/arousal): GroupAffect-4, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
—RBF-SVM, no augmentation
Evaluation details · caveat

Site: wrist (EmotiBit) + glasses

Not ranked: Above chance; LOGO removes the augmentation gain.

0.438

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: Not stated

Sources on this board

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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, GroupAffect-4 macro-F1 leaderboard (Arousal, LOSO): emotion recognition (valence/arousal), https://chatppg.com/research/leaderboards/emotion/groupaffect4-macro-f1-arousal-loso (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/emotion/groupaffect4-macro-f1-arousal-loso">ChatPPG, GroupAffect-4 macro-F1 leaderboard (Arousal, LOSO): 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). GroupAffect-4 macro-F1 leaderboard (Arousal, LOSO): emotion recognition (valence/arousal) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/emotion/groupaffect4-macro-f1-arousal-loso

BibTeX
@misc{chatppg_emotion_groupaffect4_macro_f1_arousal_loso,
  author       = {{ChatPPG}},
  title        = {{GroupAffect-4 macro-F1 leaderboard (Arousal, LOSO): emotion recognition (valence/arousal)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/emotion/groupaffect4-macro-f1-arousal-loso}},
  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: "GroupAffect-4 macro-F1 leaderboard (Arousal, LOSO): emotion recognition (valence/arousal)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/emotion/groupaffect4-macro-f1-arousal-loso"
date-released: "2026-11-05"