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Emotion recognition (valence/arousal) leaderboard

WARM-VR: macro-F1

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

Last updated

This page ranks every result ChatPPG has recorded for emotion recognition (valence/arousal) on WARM-VR, 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): WARM-VR, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1Introducing WARM-VR

Introducing WARM-VR: Benchmark Dataset for Multimodal Wearable Affect Recognition in Virtual Reality

Evaluation details

E4 wrist BVP only, 60 s windows, CNN (tie CNN-Bi-GRU), subject-independent 5-fold CV; AUC 0.69 (Table 2)

Label set: binary low/high SAM valence

Reported as of: 2026-10-30

0.63

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

Licence: Not stated

Sources on this board

Related leaderboards

Emotion recognition (valence/arousal) on other datasets

Data and submissions

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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, WARM-VR macro-F1 leaderboard: emotion recognition (valence/arousal), https://chatppg.com/research/leaderboards/emotion/warm-vr-macro-f1 (CC BY 4.0)

HTML link

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

BibTeX
@misc{chatppg_emotion_warm_vr_macro_f1,
  author       = {{ChatPPG}},
  title        = {{WARM-VR macro-F1 leaderboard: emotion recognition (valence/arousal)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/emotion/warm-vr-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: "WARM-VR macro-F1 leaderboard: emotion recognition (valence/arousal)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/emotion/warm-vr-macro-f1"
date-released: "2026-11-02"