Sleep staging leaderboard
herberger-2025: accuracy (4class)
1 reported result for sleep staging on herberger-2025 (4class), ranked by accuracy. 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 sleep staging on herberger-2025, measured by Accuracy (lower 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: Apple Watch / consumer devices vs PSG
| Rank | Method & evaluation | Accuracy↓ Lower is better |
|---|---|---|
| — | Oura ring Oura ring (generation not stated) — herberger-2025-sci-rep-rings | 53.18% (no 4-class κ; sleep/wake κ 0.43) |
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.
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ccshs: Cohen's kappa (4class pooled)
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census: Cohen's kappa (4class pooled)
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Show 31 more leaderboards
Sleep staging
Cleveland Family Study (CFS): AUROC
1 result
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Cleveland Family Study (CFS): macro-F1
1 result
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csem-clinical: Cohen's kappa (4class median)
1 result
Sleep staging
csem-wrist: Cohen's kappa (4class)
1 result
Sleep staging
DREAMT: AUROC
1 result
Sleep staging
dreamt: Cohen's kappa (3class)
1 result
Sleep staging
dreamt: Cohen's kappa (4class)
1 result
Sleep staging
DREAMT: Cohen's kappa
1 result
Sleep staging
hmc: balanced accuracy
1 result
Sleep staging
homepap: Cohen's kappa (4class median)
1 result
Sleep staging
isruc-s1: balanced accuracy
1 result
Sleep staging
kempenhaeghe: Cohen's kappa (4class mean)
1 result
Sleep staging
lee-2023: Cohen's kappa (4class)
1 result
Sleep staging
leicester-pennsylvania-external-yuan-2024: Cohen's kappa
1 result
Sleep staging
mesa: Cohen's kappa (4class agg. not stated)
1 result
Sleep staging
mesa: Cohen's kappa (4class pooled PPG+THX)
1 result
Sleep staging
mesa: Cohen's kappa (4class pooled PPG+THX+airflow)
1 result
Sleep staging
mesa: Cohen's kappa (5class)
1 result
Sleep staging
mesa: Cohen's kappa (3class)
1 result
Sleep staging
miller-2020: Cohen's kappa (4class)
1 result
Sleep staging
opentslm-sleep-cot: macro-F1
1 result
Sleep staging
oura-2021: accuracy (4class)
1 result
Sleep staging
philips-clinical: Cohen's kappa (4class median)
1 result
Sleep staging
philips-wrist: Cohen's kappa (4class)
1 result
Sleep staging
raine-newcastle-internal-yuan-2024: Cohen's kappa
1 result
Sleep staging
robbins-2024: Cohen's kappa (4class)
1 result
Sleep staging
Sleep Heart Health Study (SHHS, NSRR): AUROC
1 result
Sleep staging
shhs: Cohen's kappa (5class)
1 result
Sleep staging
shhs: Cohen's kappa (4class pooled)
1 result
Sleep staging
Sleep Heart Health Study (SHHS, NSRR): macro-F1
1 result
Sleep staging
sleepai: Cohen's kappa (4class median)
1 result
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, herberger-2025 accuracy leaderboard (4class): sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/herberger-2025-accuracy-4class (CC BY 4.0)
HTML link
Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/herberger-2025-accuracy-4class">ChatPPG, herberger-2025 accuracy leaderboard (4class): sleep staging</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). herberger-2025 accuracy leaderboard (4class): sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/herberger-2025-accuracy-4class
BibTeX
@misc{chatppg_sleep_staging_herberger_2025_accuracy_4class,
author = {{ChatPPG}},
title = {{herberger-2025 accuracy leaderboard (4class): sleep staging}},
year = {2026},
month = nov,
howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/herberger-2025-accuracy-4class}},
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: "herberger-2025 accuracy leaderboard (4class): sleep staging" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/sleep-staging/herberger-2025-accuracy-4class" date-released: "2026-11-05"