Progress and Roadmap#
The data on this page is as of 2026-10-11.
Where we are#
Datasets at each step, from converted to out of reach.
- 66v0 converted45,549 h
- 11v1 to convert+970 h measured; SparrKULee unmeasured
- 1to ingestSiena Scalp EEG Database
- 8blocked (licence)NoDerivatives or no licence
- 3gatedTUH EEG Corpus (TUEG), HMS Harmful Brain Activity Classification, TDBRAIN Dataset
What’s next#
- Host the converted Zarr store eegdash-corpus-v0 (66 datasets, 45,549 h) through EEGDash
- One conversion pass for v1: the 11 datasets ingested but not converted (970 h measured so far)
- Deposit the datasets still to ingest (Siena Scalp EEG Database) on NEMAR so EEGDash serves them
- Multi-dataset download in EEGDash: one call fetches a list of dataset ids
From REVE’s paper to the versions#
REVE’s paper names 89 datasets and its release card 70 entries (93 tracked in all); version 0 converts 66 of them, version 1 adds 12.
Datasets by status#
v0, convertedv1, to convertto ingestblocked (licence)gatedexcluded
The whole universe#
Every dataset tracked (93): converted, to convert, to ingest, blocked, gated and excluded; filter by text or by status.
93 datasetsDownload CSV
| Dataset | Name | Status | Source | Archive | Paradigm | Subjects | Sessions | Hours | Channels | Rate (Hz) | Size (GB) | Licence | Redistributable | Listed in | Note |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| nm000289 | I-CARE: International Cardiac Arrest REsearch consortium EEG Database (BIDS) I-CARE | v0, converted | PhysioNet | NEMAR | intensive care | 607 | 36,073 | 32,712.2 | 19.7 | 256 | 1,690.0 | CC-BY-NC-SA-4.0 | yes (non-commercial, same licence) | paper · card · v0 · v1 | converted from PhysioNet's WFDB release (doi:10.13026/m33r-bj81) to BIDS and deposited on NEMAR 2026-10-05 |
| ds004395 | Penn Electrophysiology of Encoding and Retrieval Study (PEERS) PEERS | v0, converted | OpenNeuro | OpenNeuro | memory & cognition | 364 | 6,480 | 9,110.8 | 125.7 | 500 | 9,583.3 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004706 | Spatial memory and non-invasive closed-loop stimulus timing Spatial memory | v0, converted | OpenNeuro | OpenNeuro | memory & cognition | 34 | 297 | 470.6 | 128.0 | 2,048 | 1,426.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005511 | Healthy Brain Network (HBN) EEG - Release 7 HBN R7 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 381 | 3,098 | 279.7 | 128.6 | 500 | 262.9 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | the card's entry points at a 100 Hz copy (EEG2025r7); the 500 Hz OpenNeuro accession is used |
| ds005508 | Healthy Brain Network (HBN) EEG - Release 4 HBN R4 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 324 | 3,342 | 261.8 | 129.0 | 500 | 246.8 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005509 | Healthy Brain Network (HBN) EEG - Release 5 HBN R5 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 330 | 3,324 | 255.3 | 129.0 | 500 | 240.7 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005514 | Healthy Brain Network (HBN) EEG - Release 9 HBN R9 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 295 | 2,881 | 210.8 | 129.0 | 500 | 198.7 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| nm000338 | Lee et al. 2019 (Motor Imagery) — EEG dataset and OpenBMI toolbox for Lee2019-MI | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 54 | 432 | 183.1 | 62.0 | 1,000 | 65.3 | GPL-3.0 | yes (GPL, same licence) | paper · card · v0 · v1 | |
| ds005512 | Healthy Brain Network (HBN) EEG - Release 8 HBN R8 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 257 | 2,318 | 179.1 | 129.0 | 500 | 168.8 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005507 | Healthy Brain Network (HBN) EEG - Release 3 HBN R3 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 184 | 1,812 | 158.8 | 129.0 | 500 | 149.6 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005506 | Healthy Brain Network (HBN) EEG - Release 2 HBN R2 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 150 | 1,404 | 127.5 | 129.0 | 500 | 120.1 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005505 | Healthy Brain Network (HBN) EEG - Release 1 HBN R1 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 136 | 1,342 | 117.5 | 129.0 | 500 | 110.7 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds005510 | Healthy Brain Network (HBN) EEG - Release 6 HBN R6 | v0, converted | OpenNeuro | OpenNeuro | development (HBN) | 135 | 1,227 | 103.5 | 129.0 | 500 | 97.5 | CC-BY-SA-4.0 | yes (same licence) | paper · card · v0 · v1 | HBN release (also as NEMAR EEG2025 id) |
| ds004148 | A test-retest resting and cognitive state EEG dataset Test-retest rest | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 60 | 900 | 75.0 | 61.0 | 500 | 32.9 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005697 | PerceiveImagine Perceive/imagine | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 45 | 45 | 69.5 | 62.0 | 1,000 | 71.5 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003969 | Meditation vs thinking task Meditation vs think | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 98 | 392 | 66.5 | 64.0 | 1,024 | 58.5 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005089 | Proactive selective attention across competition contexts Selective attention | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 33 | 33 | 62.8 | 63.0 | 1,000 | 73.0 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004279 | Large Spanish EEG Spanish sentences | v0, converted | OpenNeuro | OpenNeuro | auditory & language | 56 | 60 | 53.7 | 62.0 | 1,000 | 27.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004572 | The effects of sham hypnosis techniques Hypnosis | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 52 | 516 | 53.2 | 58.0 | 1,000 | 46.8 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005273 | Neural representation of consciously seen and unseen information Seen vs unseen | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 32 | 32 | 52.5 | 61.0 | 1,000 | 47.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003004 | Imagined Emotion Study Imagined emotion | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 34 | 34 | 48.5 | 144.3 | 256 | 38.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003690 | EEG, ECG and pupil data from young and older adults: rest and auditory Rest & auditory | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 75 | 375 | 47.7 | 59.0 | 500 | 23.0 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003825 | Human electroencephalography recordings from 50 subjects for 22,248 im THINGS-EEG1 | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 50 | 50 | 46.3 | 65.7 | 1,000 | 44.3 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004356 | Subcortical responses to music and speech are alike while cortical res Music vs speech | v0, converted | OpenNeuro | OpenNeuro | auditory & language | 22 | 24 | 46.3 | 32.0 | 10,000 | 228.8 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005121 | Siefert2024 Task not stated | v0, converted | OpenNeuro | OpenNeuro | memory & cognition | 34 | 39 | 40.5 | 58.0 | 512 | 9.7 | CC0-1.0 | yes | paper · card · v0 · v1 | task not stated in the catalogue |
| ds004582 | FakeFaceEmo_data Fake faces | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 73 | 73 | 34.2 | 59.0 | 10,000 | 315.9 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005586 | Electroencephalographic responses to the number of objects in partiall Numerosity | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 23 | 23 | 33.5 | 60.0 | 1,000 | 30.4 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004603 | Visual Attribute-Specific Contextual Trajectory Paradigm Context trajectory | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 37 | 37 | 30.7 | 64.0 | 1,024 | 29.4 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds001787 | EEG meditation study Meditation | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 24 | 40 | 27.6 | 64.0 | 256 | 6.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003885 | Capacity for movement is an organisational principle in object represe Object motion 1 | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 24 | 24 | 27.1 | 123.0 | 1,000 | 49.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000173 | Motor Imagery ataset from Ofner et al 2017 Ofner2017 | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 15 | 300 | 27.1 | 61.0 | 512 | 9.2 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds003887 | Capacity for movement is an organisational principle in object represe Object motion 2 | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 24 | 24 | 26.8 | 123.0 | 1,000 | 49.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds002721 | An EEG dataset recorded during affective music listening Affective music | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 31 | 185 | 26.3 | 19.0 | 1,000 | 3.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000217 | P300 dataset BI2015b from a "Brain Invaders" experiment BI2015b | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 44 | 176 | 26.1 | 32.0 | 512 | 4.6 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds004951 | Braille letters - EEG Braille letters | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 11 | 23 | 25.8 | 63.0 | 1,000 | 23.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005262 | ArEEG: Arabic Inner Speech EEG dataset Arabic inner speech | v0, converted | OpenNeuro | OpenNeuro | auditory & language | 12 | 186 | 25.0 | 8.0 | 250 | 0.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003846 | Prediction Error Prediction error | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 19 | 50 | 22.7 | 63.0 | 500 | 10.5 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004315 | Mood Manipulation and PST, Experiment 1 Mood induction | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 50 | 50 | 21.1 | 59.5 | 500 | 10.5 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds002680 | Go-nogo categorization and detection task Go/no-go | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 14 | 350 | 20.8 | 19.0 | 1,000 | 9.9 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004408 | EEG responses to continuous naturalistic speech Natural speech | v0, converted | OpenNeuro | OpenNeuro | auditory & language | 19 | 380 | 20.6 | 128.0 | 512 | 20.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000245 | Motor Imagery dataset from Cho et al 2017 Cho2017 | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 52 | 52 | 20.5 | 64.0 | 512 | 7.2 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds005189 | Search Superiority Recollection Familiarity Recollection | v0, converted | OpenNeuro | OpenNeuro | memory & cognition | 30 | 30 | 20.1 | 62.0 | 1,000 | 17.3 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004324 | ToonFaces Toon faces | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 26 | 26 | 19.2 | 28.0 | 500 | 2.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004043 | The time-course of feature-based attention effects dissociated from te Feature attention | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 20 | 20 | 18.2 | 63.0 | 1,000 | 16.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004902 | A Resting-state EEG Dataset for Sleep Deprivation Sleep deprivation | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 71 | 218 | 18.0 | 61.0 | 500 | 8.9 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005620 | A repeated awakening study exploring the capacity of complexity measur Anaesthesia | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 21 | 202 | 17.9 | 62.0 | 5,000 | 83.0 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds005095 | STERNBERG DIFFICULT Sternberg | v0, converted | OpenNeuro | OpenNeuro | memory & cognition | 48 | 48 | 16.9 | 63.0 | 1,000 | 15.3 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004477 | PES - Pandemic Emergency Scenario Pandemic scenario | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 9 | 9 | 13.6 | 64.0 | 2,048 | 24.0 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000146 | Motor Imagery dataset from Weibo et al 2014 Weibo2014 | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 10 | 10 | 13.1 | 60.0 | 200 | 1.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000244 | P300 dataset BI2014a from a "Brain Invaders" experiment BI2014a | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 64 | 64 | 12.4 | 16.0 | 512 | 1.1 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds005594 | Alphabetic Decision Task (Arial Light Font) Alphabetic decision | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 16 | 16 | 12.3 | 64.0 | 1,000 | 11.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004817 | EEG-attention-rsvp-exp2 RSVP attention 2 | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 20 | 20 | 11.9 | 63.0 | 1,000 | 10.8 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000216 | P300 dataset BI2015a from a "Brain Invaders" experiment BI2015a | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 43 | 129 | 11.7 | 32.0 | 512 | 2.1 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds004152 | Drum Trainer Drum trainer | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 21 | 21 | 11.5 | 31.0 | 1,000 | 5.1 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004561 | Illusion of Agency over Electrically-Actuated Movements Agency illusion | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 23 | 23 | 11.4 | 62.0 | 10,000 | 104.9 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004357 | Features-EEG Features-EEG | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 16 | 16 | 11.3 | 123.0 | 1,000 | 20.8 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004840 | Dataset of electrophysiological signals (EEG, ECG, EMG) during Music t Music therapy | v0, converted | OpenNeuro | OpenNeuro | auditory & language | 9 | 51 | 10.9 | 8.0 | 1,024 | 0.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004816 | EEG-attention-rsvp-exp1 RSVP attention 1 | v0, converted | OpenNeuro | OpenNeuro | perception & emotion | 20 | 20 | 10.7 | 63.0 | 1,000 | 9.7 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds003775 | SRM Resting-state EEG SRM rest | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 110 | 152 | 10.1 | 64.0 | 1,024 | 4.8 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004147 | Average Task Value Task value | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 12 | 12 | 9.6 | 31.0 | 1,000 | 4.3 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds004284 | eeg-neuroforecasting Neuroforecasting | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 18 | 18 | 9.5 | 129.0 | 1,000 | 17.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000158 | Liu, Lv et al. 2023 — EEG datasets of stroke patients (motor imagery) Liu2024 (stroke) | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 59 | 100 | 8.9 | 29.5 | 500 | 0.7 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| ds004262 | Continuous Feedback Processing Feedback | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 21 | 21 | 8.3 | 31.0 | 1,000 | 3.7 | CC0-1.0 | yes | card · v0 · v1 | on the release card, not in the paper |
| ds004264 | Steer the Ship Steer the ship | v0, converted | OpenNeuro | OpenNeuro | learning & reward | 21 | 21 | 7.5 | 31.0 | 1,000 | 3.5 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| ds002778 | UC San Diego Resting State EEG Data from Patients with Parkinson's Dis Parkinson rest | v0, converted | OpenNeuro | OpenNeuro | resting & consciousness | 31 | 46 | 2.5 | 32.0 | 512 | 0.6 | CC0-1.0 | yes | paper · card · v0 · v1 | |
| nm000215 | P300 dataset BI2014b from a "Brain Invaders" experiment BI2014b | v0, converted | MOABB | NEMAR | BCI (MI & P300) | 38 | 38 | 2.4 | 32.0 | 512 | 0.4 | CC-BY-4.0 | yes (credit) | paper · card · v0 · v1 | |
| nm000181 | NMT: Neurodiagnostic Montage Template Scalp EEG NMT | v1, to convert | Other | NEMAR | clinical routine EEG | 2,417 | 2,417 | 489.0 | 21.0 | 200 | 14.8 | CC-BY-SA-4.0 | yes (same licence) | paper · v1 | numbers from EEGDash's records until converted; found on NEMAR 2026-10-09 via EEGDash's dataset summary; original host Zenodo (10.5281/zenodo.10909103), paper 10.3389/fnins.2021.755817; licence CC BY-SA 4.0 from NEMAR's dataset_description |
| nm000250 | Dreyer et al. 2023 — A large EEG database with users' profile information for motor imagery brain-computer interface research Dreyer2023 | v1, to convert | Other | NEMAR | BCI (MI & P300) | 96 | 1,560 | 126.9 | 27.0 | 512 | 17.0 | CC-BY-4.0 | yes (credit) | paper · v1 | numbers from EEGDash's records until converted; found on NEMAR 2026-10-09 via EEGDash's dataset summary; the paper's Inria Large BCI database; original host Zenodo (10.5281/zenodo.8089820), paper 10.1038/s41597-023-02445-z; hours from 1,040 of 1,560 records; 520 records carry no duration in EEGDash |
| nm000323 | Lee2019ERP Lee2019ERP | v1, to convert | MOABB | NEMAR | BCI (MI & P300) | 54 | 432 | 116.2 | 66.0 | 1,000 | 141.4 | GPL-3.0 | yes (GPL, same licence) | paper · v1 | numbers from EEGDash's records until converted; P300; MOABB set on NEMAR |
| nm000232 | THINGS-EEG2: A large and rich EEG dataset for modeling human visual object recognition THINGS-EEG2 | v1, to convert | Other | NEMAR | perception & emotion | 10 | 638 | 87.3 | 63.0 | 1,000 | 259.3 | CC-BY-4.0 | yes (credit) | paper · v1 | numbers from EEGDash's records until converted; found on NEMAR 2026-10-09 via EEGDash's dataset summary; original host OSF (10.17605/OSF.IO/3JK45), paper 10.1016/j.neuroimage.2022.119754; hours from 319 of 638 records; 319 records carry no duration in EEGDash |
| nm000172 | Schirrmeister2017 Schirrmeister2017 | v1, to convert | MOABB | NEMAR | BCI (MI & P300) | 14 | 56 | 57.4 | 128.0 | 500 | 19.9 | CC-BY-4.0 | yes (credit) | paper · v1 | numbers from EEGDash's records until converted; motor imagery; MOABB set on NEMAR |
| nm000273 | Lee2019SSVEP Lee2019SSVEP | v1, to convert | MOABB | NEMAR | SSVEP | 54 | 108 | 40.6 | 62.0 | 1,000 | 77.7 | CC-BY-4.0 | yes (credit) | paper · v1 | numbers from EEGDash's records until converted; SSVEP; MOABB set on NEMAR |
| nm000267 | Shin2017A Shin2017A | v1, to convert | MOABB | NEMAR | BCI (MI & P300) | 29 | 174 | 29.0 | 32.0 | 200 | 2.0 | GPL-3.0 | yes (GPL, same licence) | paper · v1 | numbers from EEGDash's records until converted; motor imagery; MOABB set on NEMAR |
| nm000266 | Sosulski2019 Sosulski2019 | v1, to convert | MOABB | NEMAR | BCI (MI & P300) | 13 | 2,120 | 19.6 | 37.0 | 1,000 | 3.9 | CC-BY-SA-4.0 | yes (same licence) | paper · v1 | numbers from EEGDash's records until converted; P300; MOABB set on NEMAR |
| nm000123 | Kalunga2016 Kalunga2016 | v1, to convert | MOABB | NEMAR | SSVEP | 12 | 30 | 2.6 | 8.0 | 256 | 0.1 | CC-BY-4.0 | yes (credit) | paper · v1 | numbers from EEGDash's records until converted; SSVEP; MOABB set on NEMAR |
| nm000138 | AlexMI AlexMI | v1, to convert | MOABB | NEMAR | BCI (MI & P300) | 8 | 8 | 1.1 | 16.0 | 512 | 0.1 | CC-BY-SA-4.0 | yes (same licence) | paper · v1 | numbers from EEGDash's records until converted; motor imagery; MOABB set on NEMAR |
| nm000238 | SparrKULee: A Speech-Evoked Auditory Response Repository from KU Leuven, Containing the EEG of 85 Participants SparrKULee | v1, to convert | Other | NEMAR | auditory & language | 81 | 1,599 | CC-BY-NC-4.0 | yes (non-commercial) | paper · v1 | numbers from EEGDash's records until converted; found on NEMAR 2026-10-09 via EEGDash's dataset summary; original host KU Leuven RDR; licence CC BY-NC 4.0 from NEMAR's dataset_description (EEGDash's record lists none): a v1 store that includes it carries non-commercial terms; EEGDash records carry no signal metadata; 81 subjects, 1,599 records (eeg + beh); measure at conversion | ||||
| siena-scalp-eeg | Siena Scalp EEG Database v1.0.0 | to ingest | PhysioNet | PhysioNet | seizure | 17.0 | CC-BY-4.0 | yes (credit) | paper · v1 | held, not converted: counts and hours not measured yet; a local copy is held (58 files, 17 GB, checksums verified); 14 subjects, about 130 h, 29 channels; PhysioNet's public S3 mirror is the fast way to fetch it | |||||
| nm000140 | BNCI2015001 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 12 | 28 | 16.7 | 13.0 | 512 | 1.2 | CC-BY-NC-ND-4.0 | no | paper | CC-BY-NC-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; motor imagery; MOABB name BNCI2015001; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| nm000144 | BNCI2015004 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 9 | 18 | 13.8 | 30.0 | 256 | 1.2 | CC-BY-NC-ND-4.0 | no | paper | CC-BY-NC-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; motor imagery; MOABB name BNCI2015004; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| nm000169 | BNCI2014008 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 8 | 8 | 3.0 | 8.0 | 256 | 0.1 | CC-BY-NC-ND-4.0 | no | paper | CC-BY-NC-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; P300; MOABB name BNCI2014008; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| nm000135 | BNCI2014004 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 1 | 5 | 2.9 | 3.0 | 250 | 0.0 | CC-BY-ND-4.0 | no | paper | CC-BY-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; motor imagery; MOABB name BNCI2014004; the NEMAR copy holds 1 of MOABB's 9 subjects; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| nm000231 | EPFLP300 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 8 | 192 | 2.9 | 32.0 | 2,048 | 2.1 | no | paper | no licence stated by the original host; P300; MOABB name EPFLP300; the host page asks only for a citation and states no licence; licence re-read from NEMAR's dataset_description.json on 2026-10-09 | |
| nm000118 | Nakanishi2015 | blocked (licence) | MOABB | NEMAR | SSVEP | 9 | 9 | 2.1 | 8.0 | 256 | 0.1 | no | paper | no licence stated by the original host; SSVEP; MOABB name Nakanishi2015; the original host, a GitHub repository, states no licence; licence re-read from NEMAR's dataset_description.json on 2026-10-09 | |
| nm000189 | BNCI2015003 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 10 | 40 | 1.9 | 8.0 | 256 | 0.0 | CC-BY-NC-ND-4.0 | no | paper | CC-BY-NC-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; P300; MOABB name BNCI2015003; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| nm000188 | BNCI2014009 | blocked (licence) | MOABB | NEMAR | BCI (MI & P300) | 10 | 30 | 1.6 | 16.0 | 256 | 0.1 | CC-BY-NC-ND-4.0 | no | paper | CC-BY-NC-ND-4.0: adaptations may not be redistributed, so a converted store cannot include it; P300; MOABB name BNCI2014009; licence re-read from NEMAR's dataset_description.json on 2026-10-09 |
| tuh-eeg | TUH EEG Corpus (TUEG) v2.0.1 | gated | TUH | NEDC | clinical routine EEG | 26,847.0 | 1,760.0 | NEDC-research | no (weights only) | paper | gated (registration): not converted, counts and hours not measured; hours as stated by REVE's paper; 26,847 h in the paper; TUAB (tuh-eeg-abnormal) and TUEV (tuh-eeg-events), OpenEEGBench tasks, are subsets of it; NEDC terms: each user registers individually, no redistribution | ||||
| hms | HMS Harmful Brain Activity Classification | gated | Other | Kaggle | intensive care | 26.4 | Kaggle-rules | no (weights only) | paper | gated (competition): not converted, counts and hours not measured; the paper lists CC BY-NC 4.0; the competition rules forbid redistribution | |||||
| tdbrain | TDBRAIN Dataset V3.1 | gated | Other | Brainclinics | clinical routine EEG | 18.0 | CC-BY-4.0 (DUA) | no (weights only) | paper | gated (application): not converted, counts and hours not measured; CC BY 4.0 under a Data Use Agreement (V3) whose items 1–3 forbid redistribution to anyone who has not signed it; code MIT; obtained by application; psychiatric patients; take the main V3.1 set only: the two held-out prediction sets are evaluation splits | |||||
| ds004362 | EEG Motor Movement/Imagery Dataset BCI2000 / EEG Motor Movement-Imagery (eegmmidb) | excluded | PhysioNet | OpenNeuro | BCI (MI & P300) | 109 | 1,526 | 64.0 | 160/128 | 8.3 | CC0-1.0 | yes | card | excluded from the corpus: OpenEEGBench test task (PhysioNet motor imagery); pretraining on it would score the model on seen data; held out from pretraining by id in the planner, converter and merge | |
| ds005597 | ds005597 | excluded | OpenNeuro | OpenNeuro | no | card | excluded from the corpus: fMRI, no EEG: a wrong accession on the card; on the card, not in the paper; not in EEGDash's catalogue | ||||||||
| nm000226 | Zhou2016 Zhou2016 | excluded | MOABB | NEMAR | BCI (MI & P300) | 4 | 24 | 14.0 | 100 | 0.6 | CC-BY-4.0 | yes (credit) | paper · card | excluded from the corpus: recorded at 100 Hz, below REVE's 200 Hz input; recorded at 100 Hz, below REVE's 200 Hz input | |
| physiobank-other | other PhysioBank items other PhysioBank items | excluded | PhysioNet | no | card | excluded from the corpus: names no dataset; the card names no item |
How to follow or contribute#
Progress is tracked in the open on the EEGDash issue tracker: propose a dataset, report a licence or a number that looks wrong, or follow the conversion of the next version there.