Datasets › MODA dataset
MODA dataset (Massive Online Data Annotation Spindle Dataset)
MODA is a large open-source dataset of high quality, human-scored sleep spindles (5342 spindles, from 180 subjects) that was produced by the Massive Online Data Annotation project. Sleep spindles were detected as a consensus of a number of human-expert scorers. With a median number of 5 experts scoring every EEG segment, MODA offers sleep spindle annotations of a quality unseen in previous datasets.
The dataset was described and introduced in the following publication:
Lacourse, K., Yetton, B., Mednick, S. et al. Massive online data annotation, crowdsourcing to generate high quality sleep spindle annotations from EEG data. Sci Data 7, 190 (2020). https://doi.org/10.1038/s41597-020-0533-4
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Spindle Detection | MODA dataset | SUMO F1-score (@IoU = 0.2, all age groups) 0.82 | Advanced sleep spindle identification with neural networks | dslaborg/sumo | 1 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Advanced sleep spindle identification with neural networks | 1 | 1 | 6 Feb 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
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Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MODA dataset
1 variant name, as the archive lists them.
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