ChatPPG.
Join free

Sleep staging leaderboard

hmc: balanced accuracy

1 reported result for sleep staging on hmc, ranked by Balanced accuracy (HAR / class-imbalance). Every row cites its source publication.

Last updated

Only reported result · balanced accuracy · higher is better

0.7425by SpecBraM (2026)

1 result0 with code0 open weightsYears 2026

Sleep staging: hmc, Balanced accuracy (HAR / class-imbalance). Reported results; ranks apply within this dataset, metric.
RankModelbalanced accuracy ↑YearCodeOpen weightsSizeProtocol
1SpecBraM

SpecBraM: What Should an EEG Foundation Model Predict? Masked Band-Power Prediction versus Waveform Reconstruction

0.74252026No code link recordedClosed—
Extra data
Evaluation details

HMC sleep staging, EEG, frozen features + strict linear probe, mean ± sd over 3 pretrain seeds (±0.0045); full fine-tune 0.7669

Sensor: EEG

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-07. Year, code, open weights and size come from each model's or paper's record; a dash or “Unknown” means the record does not say.

This page ranks every result ChatPPG has recorded for sleep staging on hmc, measured by Balanced accuracy (HAR / class-imbalance) (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.

Sources on this board

Related leaderboards

Sleep staging on other datasets

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, hmc balanced accuracy leaderboard: sleep staging, https://chatppg.com/research/leaderboards/sleep-staging/hmc-balanced-accuracy (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/sleep-staging/hmc-balanced-accuracy">ChatPPG, hmc balanced accuracy leaderboard: 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). hmc balanced accuracy leaderboard: sleep staging [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/sleep-staging/hmc-balanced-accuracy

BibTeX
@misc{chatppg_sleep_staging_hmc_balanced_accuracy,
  author       = {{ChatPPG}},
  title        = {{hmc balanced accuracy leaderboard: sleep staging}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/sleep-staging/hmc-balanced-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: "hmc balanced accuracy leaderboard: sleep staging"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/sleep-staging/hmc-balanced-accuracy"
date-released: "2026-10-19"