ChatPPG.
Join free

Sleep/wake detection (actigraphy-style) leaderboard

MESA Sleep: accuracy

1 reported result for sleep/wake detection (actigraphy-style) on MESA Sleep, ranked by accuracy. Every row cites its source publication.

Last updated

Recent changes

  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 sleep/wake detection (actigraphy-style) on MESA Sleep, 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.

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.

Sleep/wake detection (actigraphy-style): MESA Sleep, Accuracy. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationAccuracy↑ Higher is better
1Cole–Kripke sleep–wake scoring

Cole–Kripke sleep–wake scoring (Cole et al. 1992)

Evaluation details

Task Night&Day test set n=363; LSTM seq_len=100 accuracy 88.2 (paper Table 2); Device Algorithm baseline ~76.6; Manual Annotation 86.5

Weights: not released

Reported as of: 2026-11-09

0.882

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-11-09.

About the dataset

Licence: NSRR Data Access and Use Agreement

Sources on this board

Related leaderboards

Other metrics on MESA Sleep

Show 1 more leaderboard

Sleep/wake detection (actigraphy-style) on other datasets

Show 3 more leaderboards

All sleep/wake detection (actigraphy-style) leaderboards

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, MESA Sleep accuracy leaderboard: sleep/wake detection (actigraphy-style), https://chatppg.com/research/leaderboards/sleep-wake/mesa-accuracy (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-wake/mesa-accuracy">ChatPPG, MESA Sleep accuracy leaderboard: sleep/wake detection (actigraphy-style)</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). MESA Sleep accuracy leaderboard: sleep/wake detection (actigraphy-style) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-wake/mesa-accuracy

BibTeX
@misc{chatppg_sleep_wake_mesa_accuracy,
  author       = {{ChatPPG}},
  title        = {{MESA Sleep accuracy leaderboard: sleep/wake detection (actigraphy-style)}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-wake/mesa-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: "MESA Sleep accuracy leaderboard: sleep/wake detection (actigraphy-style)"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-wake/mesa-accuracy"
date-released: "2026-11-09"