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Emotion recognition (valence/arousal) leaderboard

Lab-device → E4 datasets: F1 (Lab device → E4)

1 reported result for emotion recognition (valence/arousal) on Lab-device → E4 datasets (Lab device → E4), ranked by F1. Every row cites its source publication.

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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 Lab-device → E4 datasets, measured by F1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging (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: Cross-dataset and foundation-model results

Emotion recognition (valence/arousal): Lab-device → E4 datasets, F1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationF1 score (averaging not stated in the source; e.g. FEEL "average F1"). Neutral public label — never ranked with `macro_f1` or `f1`. Use `macro_f1` / `F1 (macro)` only when the paper states macro averaging↑ Higher is better
—FEEL best transfer, lab-device train
Evaluation details · caveat

Site: wrist (E4)

Not ranked: Approximate.

0.73

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.

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.

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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, Lab-device → E4 datasets F1 leaderboard (Lab device → E4): emotion recognition (valence/arousal), https://chatppg.com/research/leaderboards/emotion/feel-cross-f1-score-lab-device-e4 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/emotion/feel-cross-f1-score-lab-device-e4">ChatPPG, Lab-device → E4 datasets F1 leaderboard (Lab device → E4): 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). Lab-device → E4 datasets F1 leaderboard (Lab device → E4): emotion recognition (valence/arousal) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/emotion/feel-cross-f1-score-lab-device-e4

BibTeX
@misc{chatppg_emotion_feel_cross_f1_score_lab_device_e4,
  author       = {{ChatPPG}},
  title        = {{Lab-device → E4 datasets F1 leaderboard (Lab device → E4): emotion recognition (valence/arousal)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/emotion/feel-cross-f1-score-lab-device-e4}},
  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: "Lab-device → E4 datasets F1 leaderboard (Lab device → E4): emotion recognition (valence/arousal)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/emotion/feel-cross-f1-score-lab-device-e4"
date-released: "2026-11-05"