Stress detection (acute / prolonged / affect) leaderboard
WESAD: accuracy
2 reported results for stress detection (acute / prolonged / affect) on WESAD, ranked by accuracy. Top reported: A cross-subject stress recognition method…
Last updated
Recent changes
New entry: A cross-subject stress recognition method…, 0.9158
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 stress detection (acute / prolonged / affect) on WESAD, measured by Accuracy (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.
| Rank | Method & evaluation | Accuracy↑ Higher is better |
|---|---|---|
| 1 | A cross-subject stress recognition method integr A cross-subject stress recognition method integrating bidirectional cross-modal multi-path fusion and adaptive adversarial learning (WESAD; in Chinese) Evaluation detailscross-subject (scheme and number of classes not stated in English abstract); multimodal fusion + subject-adversarial training Weights: not released Reported as of: 2026-10-27 | 0.9158 |
| 2 | BLPEvaluation detailschest ECG 700 Hz → 61 HRV features, 60-s windows / 0.25-s shift; subject-independent 5-fold CV; UAR 0.808, MCC 0.614 in body Label set: binary (baseline+amusement vs stress) Weights: not released Reported as of: 2026-10-19 | 0.823 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-27.
About the dataset
Licence: Scientific, non-commercial use with credit to the owners
Sources on this board
A cross-subject stress recognition method integrating bidirectional cross-modal multi-path fusion and adaptive adversarial learning (WESAD; in Chinese)Sheng Wu Yi Xue Gong Cheng Xue Za Zhi · 2026
Beyond Latent Personalization: Integrating HRV-Conditioned Personalization via LLM for Interpretable Stress DetectionarXiv 2610.23555v1 · 2026
Related leaderboards
Other metrics on WESAD
Stress detection (acute / prolonged / affect) on other datasets
Data and submissions
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Attribution
Source: ChatPPG, WESAD accuracy leaderboard: stress detection (acute / prolonged / affect), https://chatppg.com/research/leaderboards/stress/wesad-accuracy (CC BY 4.0)
HTML link
Source: <a href="https://chatppg.com/research/leaderboards/stress/wesad-accuracy">ChatPPG, WESAD accuracy leaderboard: stress detection (acute / prolonged / affect)</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 accuracy leaderboard: stress detection (acute / prolonged / affect) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/stress/wesad-accuracy
BibTeX
@misc{chatppg_stress_wesad_accuracy,
author = {{ChatPPG}},
title = {{WESAD accuracy leaderboard: stress detection (acute / prolonged / affect)}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/stress/wesad-accuracy}},
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 accuracy leaderboard: stress detection (acute / prolonged / affect)" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/stress/wesad-accuracy" date-released: "2026-10-27"