Open register

Every EEG dataset we know of, and how far we checked it

Every EEG dataset we know of, with the furthest step we have checked and what that step showed. Anything can be listed here. The score tables keep their own rules: rights review, aggregate results only, no redistribution.

What the register holds

Every number here is a value of the register file.

The Hugging Face search terms and tags

Search terms: eeg, bci, brain-computer, brain computer interface, ecog, ieeg, seeg, intracranial, fnirs, nirs, ssvep, p300, motor imagery, motor-imagery, erp eeg, polysomnography, sleep-edf, sleep staging, neural decoding, spike sorting, neuropixels, emg, electroencephalography, brainwave, neuro signal, openbci, muse eeg, emotiv.

Tags: eeg, EEG, bci, brain-computer-interface, neuroscience, electroencephalography, biosignals, biosignal, emg, ecog, ieeg, fnirs, meg, sleep, neural-decoding, brain, neuro, ssvep, motor-imagery, time-series-forecasting eeg.

The steps

A dataset climbs five steps. A row’s step is the furthest one whose own evidence is on file; an item missing from an earlier step is listed beside the badge as a gap. The evidence for each step, item by item with its source, is in the JSON file.

Step 1 · Listed
Host record read: host, licence as stated and by whom, size, whether access is gated
Step 2 · Read
Files opened; a specification sheet from the files, compared with the card
Step 3 · Traced
Derivation, original terms against declared terms, consent or ethics statement, pinned revision
Step 4 · Run
Fixed-protocol baseline here, chance from trial counts, share of participants above chance, result or hold on a page
Step 5 · In the matrix
Comparable on a protocol page

Rules

To correct a row, use the mail link at its end: the subject names the row’s id. How corrections are handled is on the data-use page.

Every row

Each row links its host and gives its terms as stated and by whom, the step it reached with any gaps, and what that step showed.

DatasetSignal · taskTerms as statedChecked toWhat we found
Hugging Face uploads · 293 rowsUploads the register’s classifier marked as brain-signal data in the snapshot counted above, each read from its listing and from its metadata at a pinned revision. A series of repositories from one uploader is one row. What the cards state about signal, task and participants is still being reviewed, so signal and task are left blank here.
2Levi/EEG_fNIRS_4_BCI ↗Hugging Face · 12 files · 70,974,219,330 bytes · revision 0b2a3ec—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches Buccino, Keles and Omurtag 2016 hybrid EEG-fNIRS SMR BCI data in archive names and byte counts. That source’s terms page gives cc-by-4.0; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
  • Matches FineMI (EEG and fNIRS, eight upper-limb motor imagery tasks) in archive names and byte counts. That source’s terms page gives cc-by-4.0; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
  • Matches HEFMI-ICH (hybrid EEG-fNIRS motor imagery, intracerebral haemorrhage) in archive names. That source’s terms page gives cc-by-4.0; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
  • Matches MIMIC-IV-ECG: Diagnostic Electrocardiogram Matched Subset (PhysioNet mimic-iv-ecg 1.0) in archive names and byte counts. That source’s terms page gives odbl-1.0; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
  • Matches TDBRAIN (Two Decades Brainclinics Research Archive for Insights in Neurophysiology) in archive names. That source requires registration; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
  • Matches TU Berlin open-access simultaneous EEG and NIRS BCI dataset (Shin et al. 2017) in archive names. That source’s terms page gives gpl; this upload’s licence tag is mit (terms page captured 19 October 2026 ↗).
Aditharavind/laya-neuro-decisions ↗Hugging Face · 9 files · 38,408,782 bytes · revision 816d527—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Alidr79/cueless_EEG_subject_identification ↗Hugging Face · 271 files · 6,729,108,327 bytes · revision 5f4ba48—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Amirrzh/MI_EEG_Datasets ↗Hugging Face · 4,817 files · 106,747,619,329 bytes · revision 738bfe6—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
AnantaJ/BETA-from_Tsinghua_BCI_Lab ↗Hugging Face · 10 files · 5,278,929,409 bytes · revision 1762f4c—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
AnantaJ/Benchmark-from_Tsinghua_BCI_Lab ↗Hugging Face · 38 files · 3,695,413,419 bytes · revision 1f8db8b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
AnasElkhabbaz/EMG-Dataset ↗Hugging Face · 19,767 files · 675,553 bytes · revision 6c8f265—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Ann000/xr-emg-force-interface ↗Hugging Face · 1,804 files · 13,976,490,272 bytes · revision b4f2ed0—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
ApocalyVec/olive-physio ↗Hugging Face · 5 files · 3,188,786,217 bytes · revision 2dbbeb1—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Aurelianous/eeg-audio ↗Hugging Face · 194 files · 2,456,586,217 bytes · revision 5f26b50—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Bhuvii19/EEGFakeBench ↗Hugging Face · 1,064 files · 39,885,528,289 bytes · revision 5fbff07—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
BiscuitBobby/eeg_cvpr ↗Hugging Face · 2 files · 10,975,593,526 bytes · revision cc85cfe—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
BrainPilot-Bench/Tasks-Data-Public ↗Hugging Face · 898 files · 37,946,341,174 bytes · revision 70efdcf—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
ChenglinLiuChris/eeg ↗Hugging Face · 2 files · 2,844,537,640 bytes · revision 074a02b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Dadaism6/Omni-iEEG-Channel-feature ↗Hugging Face · 619 files · 144,118,982,579 bytes · revision 47c43d1—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Dadaism6/Omni-iEEG-Raw-Event-EDF ↗Hugging Face · 55 files · 8,536,463,816 bytes · revision 3ebc708—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Emulated-Inc/drowsy-driving-reaction-time-eeg ↗Hugging Face · 103 files · 9,820,339,528 bytes · revision fc6b8fb—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/meg-story-phoneme-decoding ↗Hugging Face · 7 files · 7,337,303,936 bytes · revision e08b34c—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/mi-eeg-unseen-subjects ↗Hugging Face · 10 files · 1,333,496,221 bytes · revision 681e5c0—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/sci-emg-gesture-new-person ↗Hugging Face · 14 files · 7,070,691,235 bytes · revision 5dec83f—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/sci-ieeg-clip-triage-new-centre ↗Hugging Face · 20 files · 1,549,429,060 bytes · revision 014fc29—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/seeg-speech-spectrogram-reconstruction ↗Hugging Face · 4 files · 2,794,940,875 bytes · revision 79179af—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/silent-speech-emg-decoding ↗Hugging Face · 6 files · 5,432,414,411 bytes · revision dc7f3b7—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Emulated-Inc/ssvep-calibration-free-short-window ↗Hugging Face · 37 files · 2,549,292,653 bytes · revision cc55ae8—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • Its card names BETA as its source.
Emulated-Inc/things-eeg-zero-shot-concepts ↗Hugging Face · 5 files · 2,895,140,376 bytes · revision 49a19b0—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Felipe717/wbcic-2c-ica ↗Hugging Face · 3 files · 736,241,643 bytes · revision bb6603b—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Forainest789/NATVIEW_EEGFMRI_processed ↗Hugging Face · 24,576 files · 31,134,649,016 bytes · revision 8acf40d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Fudan-fMRI/CineBrain ↗Hugging Face · 19 files · 140,971,724,389 bytes · revision bb3afbd—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Fudan-fMRI/EEG-Graspbot ↗Hugging Face · 97 files · 15,236,892,075 bytes · revision d7d9c1f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Haitao999/things-eeg ↗Hugging Face · 33,519 files · 27,830,568,428 bytes · revision 944f0d5—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
HeliumHcc/EEG_raw_datasets ↗Hugging Face · 14 files · 130,957,002,576 bytes · revision 7976bc2—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
HeliumHcc/preprocessed_EEG ↗Hugging Face · 12 files · 40,910,679,856 bytes · revision dcaf69e—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Ishah8840/emg-ego-multiview-hand-pose ↗Hugging Face · 124 files · 6,699,433,595 bytes · revision 0f2abdb—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
JLB-JLB/seizure_eeg_dev ↗Hugging Face · 9 files · 3,418,836,109 bytes · revision f717a86—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
JLB-JLB/seizure_eeg_eval ↗Hugging Face · 9 files · 3,418,836,110 bytes · revision 208377f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
JLB-JLB/seizure_eeg_greyscale_224x224_6secWindow ↗Hugging Face · 82 files · 39,216,540,324 bytes · revision 08da921—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
JLB-JLB/seizure_eeg_greyscale_224x224_6secWindow_adjusted ↗Hugging Face · 33 files · 14,909,837,243 bytes · revision 8909a00—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
JLB-JLB/seizure_eeg_iirFilter_greyscale_224x224_6secWindow ↗Hugging Face · 83 files · 39,464,496,948 bytes · revision f0a39e3—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
JLB-JLB/seizure_eeg_iirFilter_greyscale_224x224_6secWindow_adjusted ↗Hugging Face · 34 files · 14,973,762,990 bytes · revision d698090—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
JLB-JLB/seizure_eeg_train ↗Hugging Face · 50 files · 24,165,940,730 bytes · revision e83ff38—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
James-ChenSD/rawData_EEG ↗Hugging Face · 10 files · 28,983,980,808 bytes · revision bc7d518—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • No licence tag on its Hugging Face listing.
  • Gated on Hugging Face: the uploader approves each request.
JayF14/chb-mit-preprocessed-eeg ↗Hugging Face · 26 files · 4,058,065,322 bytes · revision 8ac9ea1—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Jingrui77/EMGVLA-Dataset ↗Hugging Face · 36,738 files · 33,967,013,309 bytes · revision f62b8f6—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
JuniorThap/EEG-relaxation-concentration ↗Hugging Face · 5 files · 214,490,363 bytes · revision 2fd124f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
KernelCo/holohub_bci_visualization ↗Hugging Face · 92 files · 74,199,500,093 bytes · revision fe75bc1—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Krishan0698/BCI ↗Hugging Face · 2 files · 252,214,492 bytes · revision d64ce87—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Kukedlc/SpanishBCBL ↗Hugging Face · 731 files · 280,382,552,015 bytes · revision 6a3118a—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Lance1573/L-Mind ↗Hugging Face · 12,012 files · 2,422,510,990 bytes · revision 31fc106—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
LeBabyOx/EEGParquet ↗Hugging Face · 689 files · 3,875,553,348 bytes · revision 76f5f55—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
LeRobot-worldwide-hackathon/7-LeCyborg-so100_emg_sensor ↗Hugging Face · 66 files · 116,220,150 bytes · revision 4e9c919—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
LidongYang/BrainFLORA ↗Hugging Face · 31,030 files · 101,004,899,421 bytes · revision 210051a—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches THINGS-data (THINGS-MEG and THINGS-fMRI) in the source its uploader’s code names, example counts, and participant count. That source’s terms page gives cc0-1.0; this upload’s licence tag is apache-2.0 (terms page captured 19 October 2026 ↗).
  • Matches THINGS object image database in the source its uploader’s code names and example counts (terms page captured 19 October 2026 ↗).
LidongYang/EEG_Image_decode ↗Hugging Face · 71 files · 159,575,450,629 bytes · revision dbe34bb—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
LiyuanHan/bcijelly-invasive ↗Hugging Face · 849 files · 5,274,689,570 bytes · revision c38668c—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Lo6yu/egocentric_dataset ↗Hugging Face · 6,127 files · 30,118,622,892 bytes · revision a318ea3—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
MER-PS/MER-PS-public-leaderboard-evaluation-dataHugging Face · 27 files · 4,050,355,685 bytes · revision 28acc44—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
MER-PS/MER-PS-trainvalHugging Face · 3 files · 22,317,841,274 bytes · revision 7762273—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
MElHuseyni/EEG_data ↗Hugging Face · 4 files · 4,810,895 bytes · revision f6031a0—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
MaRez10/EEG_Pain_Perception ↗Hugging Face · 3 files · 12,738,959,235 bytes · revision 36bbfd8—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • No licence tag on its Hugging Face listing.
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
MarksonChen/flare ↗Hugging Face · 2,125 files · 247,359,935,324 bytes · revision a280589—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
McGregorW/EEGDatasets ↗Hugging Face · 29 files · 228,941,021,425 bytes · revision a4572e6—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
McGregorW/EEGDatasetsH5 ↗Hugging Face · 448 files · 279,038,350,289 bytes · revision 42a2b23—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
McGregorW/EEGDatasets_raw ↗Hugging Face · 3 files · 32,350,523,184 bytes · revision b1391e1—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • No licence tag on its Hugging Face listing.
  • Gated on Hugging Face: the uploader approves each request.
MigoXV/eeg-bme-emotion-parquet ↗Hugging Face · 5 files · 994,152,644 bytes · revision 1921498—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
MrC4t/LeCyborg-so100_emg_sensor ↗Hugging Face · 66 files · 116,220,265 bytes · revision e546479—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
NOttheol/EEG-Talha-Alakus-Gonen-Turkoglu ↗Hugging Face · 221 files · 633,592,821 bytes · revision 9cf5544—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Nerlnet/EEG_Eye_State_Classification ↗Hugging Face · 4 files · 3,133,497 bytes · revision 97c351d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Nerlnet/EEG_Eye_State_Classification_table_freq_window ↗Hugging Face · 3 files · 5,993,741 bytes · revision a16a633—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
NeuroBench/thor_eeg_mi ↗Hugging Face · 5 files · 1,125,003,592 bytes · revision dd0388b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
NeuroMM/NeuroMM-2026Hugging Face · 23 files · 15,835,588,605 bytes · revision dcd61c4—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
NeuroTec/SWEC_iEEG_Dataset ↗Hugging Face · 694 files · 4,797,015,502,765 bytes · revision 584e9d2—cdla-permissive-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Omni-iEEG/Omni-iEEGHugging Face · 4,277 files · 159,247,652,055 bytes · revision 73b9c51—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
PaoloMaccallini/EEG ↗Hugging Face · 443 files · 2,025,587,255 bytes · revision 617e1dc—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Papyson/Music_Stimulated_EEG ↗Hugging Face · 3 files · 869,051,650 bytes · revision 2605b14—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
PromiseZ5Q2SQ/EEG-Hallucination ↗Hugging Face · 157 files · 26,751,300,311 bytes · revision a002c6e—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
PromiseZ5Q2SQ/EEG-ImageNet ↗Hugging Face · 3 files · 14,351,613,293 bytes · revision 2594358—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Quoron/EEG-semantic-text-relevance ↗Hugging Face · 27 files · 11,928,213,255 bytes · revision 96b0b03—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Rodr16020/eeg-words-dataset ↗Hugging Face · 4 files · 29,936,552 bytes · revision 29f1732—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
RuthvikBandari/neural-compass-bci ↗Hugging Face · 167 files · 6,120,316,023 bytes · revision 0f91481—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
SamLegion888/SpanishBCBL ↗Hugging Face · 731 files · 280,382,552,015 bytes · revision 21e7071—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Samuelsantos777/psg-audio-v3-unofficial-mirror ↗Hugging Face · 2,022 files · 984,855,341,189 bytes · revision cb22565—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Scan2s/ninapro-db5-s2s-certified ↗Hugging Face · 3 files · 1,101,828 bytes · revision 0040e87—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
SciAILab/OSWorld-Science-data ↗Hugging Face · 2,759 files · 239,043,791,977 bytes · revision 9b8de9a—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
StevenLe456/psychiatric-eeg ↗Hugging Face · 2 files · 10,539,714 bytes · revision a220fb9—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
TKQXX/THINGS-EEG-MEG_CVPR2026 ↗Hugging Face · 85,727 files · 42,034,207,638 bytes · revision 3a57e9c—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Tanisha0709/EEGBCI ↗Hugging Face · 51 files · 1,044,968,369 bytes · revision 8c57f05—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Terrycz/ECOG-ds005574 ↗Hugging Face · 154 files · 15,507,112,315 bytes · revision d844dde—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Terrycz/SEEG-singlewordDutch ↗Hugging Face · 125 files · 5,312,314,072 bytes · revision 2e1e514—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Twu31/cap32-mi-eeg ↗Hugging Face · 26 files · 69,901,595 bytes · revision 663cd80—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Twu31/cap32-ssvep ↗Hugging Face · 11 files · 4,160,406 bytes · revision 8096d4b—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Twu31/ssvep-jfpm-12target ↗Hugging Face · 10 files · 3,693,868 bytes · revision 1360ca5—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
USuCgex0122e/demo_dataset_seed20260726 ↗Hugging Face · 147 files · 41,422,370,986 bytes · revision 41602cf—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
Ugo96/MMI-EEGSR ↗Hugging Face · 3 files · 1,425,353,838 bytes · revision 897e0a0—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
Voxel51/Egocentric-EMG-Force ↗Hugging Face · 14 files · 8,433,938,159 bytes · revision 6882191—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
WindySprint/EESM19-Processed ↗Hugging Face · 4 files · 88,599,844,434 bytes · revision a3b7abb—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
WindySprint/EESM23-Processed ↗Hugging Face · 4 files · 5,601,567,078 bytes · revision c116776—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
WymanYYY/Sleep-EDF-V2 ↗Hugging Face · 6 files · 20,896,170,531 bytes · revision 63af957—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Y-Research-Group/NeuroSonic ↗Hugging Face · 21 files · 72,632,019,873 bytes · revision ba1498d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
Yvhang009/eeg-fmri-ds006040-derived ↗Hugging Face · 1,199 files · 14,253,807,366 bytes · revision cfa605c—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Yvhang009/eeg-fmri-natview-derived ↗Hugging Face · 1,235 files · 3,580,011,514 bytes · revision 211ea56—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/EESM17-Processed ↗Hugging Face · 12 files · 14,280,315,243 bytes · revision 269028b—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/EESM19-Processed ↗Hugging Face · 6 files · 124,077,444,322 bytes · revision fb04501—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/EESM23-Processed ↗Hugging Face · 11 files · 20,170,017,458 bytes · revision 33cf229—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/EventAAD-Processed ↗Hugging Face · 4 files · 6,225,968,056 bytes · revision 4998746—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/Motor-Processed ↗Hugging Face · 4 files · 1,740,145,191 bytes · revision 4e654b8—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/ear-eeg-fm-benchmark-data ↗Hugging Face · 19 files · 33,956,076,983 bytes · revision 39a7821—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
Zachary1150/ear-eeg-motor-raw ↗Hugging Face · 8 files · 6,859,144,767 bytes · revision cc1c273—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
aayushi83730709/emg-gestures-task1 ↗Hugging Face · 438 files · 3,755,871,250 bytes · revision cc89e01—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
abachu2005/mes-eeg-processed ↗Hugging Face · 121 files · 148,041,942 bytes · revision e9e1525—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
abdo25/EEG_records ↗Hugging Face · 2 files · 28,232,412 bytes · revision 04981a9—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
alexeykashevnik/EEGMeditation ↗Hugging Face · 549 files · 312,534,424,980 bytes · revision a44324f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • No licence tag on its Hugging Face listing.
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
alibabasglab/KUL-mix ↗Hugging Face · 3 files · 3,089,025,488 bytes · revision b8aab92—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
alif-munim/eeg-filtered ↗Hugging Face · 4 files · 571,769,037 bytes · revision b1fd9f7—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
amongglue/amber ↗Hugging Face · 11,727 files · 109,323,974,936 bytes · revision 2ca0bbc—otherHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
aparker03/eeg-csv ↗Hugging Face · 214 files · 1,618,761,261 bytes · revision 6b2af64—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
argaaw/aved_eeg ↗Hugging Face · 2 files · 1,593,967,389 bytes · revision 012d88b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
argaaw/dtu_eeg ↗Hugging Face · 2 files · 1,769,888,541 bytes · revision d147eac—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
argaaw/dtu_eeg_more_preproc ↗Hugging Face · 2 files · 885,152,541 bytes · revision 3ca84d8—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
as674262040/pub_eeg ↗Hugging Face · 1,706 files · 57,125,727,523 bytes · revision 5dedd2a—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
aspire-osu/maestro-eeg-dataset ↗Hugging Face · 9,055 files · 41,870,569,843 bytes · revision de5773a—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
atgarcia/EMGSoundFull ↗Hugging Face · 28 files · 4,788,839,046 bytes · revision d91b344—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
atgarcia/EMGSoundTest ↗Hugging Face · 8 files · 1,587,698,562 bytes · revision 359450d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
basematrix/ego-binocular-v1 ↗Hugging Face · 55 files · 7,958,424,208 bytes · revision d6c7a48—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
bcbl190626/SpanishBCBL ↗Hugging Face · 731 files · 280,382,552,015 bytes · revision 88f9096—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
brain-bzh/eegmat-prepro ↗Hugging Face · 5 files · 274,699,801 bytes · revision 754f567—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
  • Its card names EEGMAT as its source.
brain-bzh/reve-dataset ↗Hugging Face · 1,079 files · 4,849,604,127,659 bytes · revision f07140e—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
braindecode/arithmetic_zyma2019 ↗Hugging Face · 510 files · 122,373,830 bytes · revision 8359206—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/bcic2020-3 ↗Hugging Face · 351 files · 853,715,845 bytes · revision 8e2adde—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/bcic2a ↗Hugging Face · 762 files · 343,324,140 bytes · revision 3585206—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/chbmit ↗Hugging Face · 4,793 files · 4,711,410,299 bytes · revision 3c7fc55—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/faced ↗Hugging Face · 990 files · 3,716,389,982 bytes · revision 18c7335—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/isruc-sleep ↗Hugging Face · 1,392 files · 13,105,355,460 bytes · revision beda681—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/mdd_mumtaz2016 ↗Hugging Face · 1,273 files · 1,046,316,816 bytes · revision 53cd9de—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
braindecode/physionet ↗Hugging Face · 4,584 files · 1,450,253,680 bytes · revision 3c9cf8b—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
cagataydev/emotiv-ecot ↗Hugging Face · 7 files · 228,087 bytes · revision f731954—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
charantejarangi123/EEG_dataset ↗Hugging Face · 2 files · 474,228,379 bytes · revision f47e6fc—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
conorhassan/fast-autoregressive-inference-eeg ↗Hugging Face · 10,052 files · 2,666,627,427 bytes · revision 4a5921c—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
ctorre/self-calibrating-bci ↗Hugging Face · 10 files · 40,826,464 bytes · revision dadba68—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
dancinlab/anima-eeg-consciousness ↗Hugging Face · 10 files · 10,785,549 bytes · revision 3462d99—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
deremustapha/FlexAdapt_EMG_Dataset ↗Hugging Face · 1,114 files · 87,076,006 bytes · revision 65a2716—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
dhioewhd/things-eeg ↗Hugging Face · 33,519 files · 27,830,568,428 bytes · revision 041e68f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
divyanshmaurya1/BCI_Data_new ↗Hugging Face · 102 files · 272,506,963 bytes · revision fc1d17a—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Its card names Cho2017 as its source.
  • Matches Cho et al. 2017 motor imagery EEG (GigaDB 100295) in the source its card names and file names. That source’s terms page gives cc0-1.0; this upload’s licence tag is cc-by-4.0 (terms page captured 19 October 2026 ↗).
divyanshmaurya1/projectcerebro-eeg ↗Hugging Face · 4 files · 165,398,589 bytes · revision cbfca4b—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
divyanshmaurya1/projectcerebro-eeg-parquet ↗Hugging Face · 2 files · 165,388,570 bytes · revision e6fc153—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
eZWALT/price-of-attention ↗Hugging Face · 54 files · 4,288,935 bytes · revision 6fdd999—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
edessa/EMG ↗Hugging Face · 703 files · 675,745,479,043 bytes · revision 66b9aa5—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fabricioslv/omnimind-neuro-henry-obleser-meg-amfm ↗Hugging Face · 3 files · 3,465,177,068 bytes · revision 869163d—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
fenjoyoung/things-eeg ↗Hugging Face · 33,519 files · 27,830,568,428 bytes · revision 58ee885—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fracapuano/eeg2meg-large-tokenized ↗Hugging Face · 24 files · 5,263,856,517 bytes · revision 4b6a8ba—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fracapuano/eeg2meg-medium ↗Hugging Face · 6 files · 1,852,370,434 bytes · revision c07a283—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fracapuano/eeg2meg-medium-tokenized ↗Hugging Face · 7 files · 1,355,157,621 bytes · revision 8958aec—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fracapuano/eeg2meg-small-tokenized ↗Hugging Face · 3 files · 587,554 bytes · revision f8304fe—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
fracapuano/eeg2meg-tiny ↗Hugging Face · 3 files · 124,341,505 bytes · revision de0d242—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
frthjf/spe1-zhao2026-benchmark ↗Hugging Face · 458 files · 157,090,735,679 bytes · revision 697ff26—cc-by-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
gabrycina/eeg2meg-medium ↗Hugging Face · 7 files · 1,617,384,905 bytes · revision 142c057—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
gabrycina/eeg2meg-tiny ↗Hugging Face · 5 files · 91,339,453 bytes · revision 3a4193f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
gasparyanartur/things-eeg2 ↗Hugging Face · 86 files · 147,944,847,435 bytes · revision 0e2ad98—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
graycatHCO3/BCICIV_2A_tensor ↗Hugging Face · 4 files · 873,061,971 bytes · revision 4a4178b—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
graycatHCO3/BCICIV_2B ↗Hugging Face · 3 files · 234,811,217 bytes · revision 621e8d4—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
graycatHCO3/BI_BCI2000_MELR ↗Hugging Face · 6 files · 271,748,783 bytes · revision 2dc1294—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
graycatHCO3/bi_bci2000_MELR_tensor ↗Hugging Face · 4 files · 1,538,523,797 bytes · revision 103fa8c—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
graycatHCO3/comp90051-eegmmidb-prepared-20261014 ↗Hugging Face · 21 files · 6,164,180,502 bytes · revision 4e2b01c—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
graycatHCO3/eegmmidb_0to8_cross ↗Hugging Face · 108 files · 5,640,370,929 bytes · revision 8f41187—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
graycatHCO3/eegmmidb_denoised ↗Hugging Face · 4 files · 10,923,930,602 bytes · revision cbb7ac9—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
graycatHCO3/eegmmidb_tensor ↗Hugging Face · 111 files · 21,391,137,123 bytes · revision 2d52322—mitHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
gsbcilab/bci-dataset-v4 ↗Hugging Face · 9,535 files · 346,810,129 bytes · revision 2be08b2—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
gxyi/SEED_Processwd_EEG ↗Hugging Face · 2 files · 166,929,326 bytes · revision a78590f—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
gymprathap/Brain-Computer-Interaction-Eye-State-Classification ↗Hugging Face · 3 files · 1,694,181 bytes · revision e83baf9—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches EEG Eye State (UCI Machine Learning Repository, id 264) in column names and example counts. That source’s terms page gives cc-by-4.0; this upload’s licence tag is apache-2.0 (terms page captured 19 October 2026 ↗).
hamedtu/eeg-motor-imagery-data ↗Hugging Face · 9 files · 326,712,120 bytes · revision 637e3e6—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
heee565/SpanishBCBL ↗Hugging Face · revision 3bee883—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
hezy18/EEG-SVRec ↗Hugging Face · 31 files · 63,782,652,030 bytes · revision 2597392—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
iatosh/SleepEDF-V-Dataset ↗Hugging Face · 6 files · 1,879,287,226 bytes · revision 9c32725—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
illusion-brain/primate-spike-20ms ↗Hugging Face · 72 files · 2,403,825,941 bytes · revision 0e230bf—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
introvoyz042/Egocentric-EMG-Force ↗Hugging Face · 14 files · 8,433,938,159 bytes · revision 3c2dcf5—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Albrecht2019 ↗Hugging Face · 377 files · 28,914,297,274 bytes · revision 53b7c87—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Brown2020 ↗Hugging Face · 143 files · 18,305,287,769 bytes · revision b33cb61—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Cavanagh2018a ↗Hugging Face · 81 files · 12,337,929,879 bytes · revision c00e673—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Cavanagh2018b ↗Hugging Face · 91 files · 2,088,813,253 bytes · revision 3859849—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Cavanagh2019 ↗Hugging Face · 225 files · 48,634,141,402 bytes · revision 2b799ac—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Gruendler2009 ↗Hugging Face · 63 files · 7,385,925,457 bytes · revision a2fa8aa—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Singh2018 ↗Hugging Face · 123 files · 100,235,121,847 bytes · revision 5e427d4—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Singh2020 ↗Hugging Face · 1,123 files · 4,068,828,564 bytes · revision 7a78668—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jalauer/Singh2021 ↗Hugging Face · 391 files · 23,488,664,118 bytes · revision 85a6b39—pddlHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jamie33/July ↗Hugging Face · 86,652 files · 365,826,927,648 bytes · revision ed0109c—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/2025-07-29-emg-pick-place-yellow-block ↗Hugging Face · 206 files · 1,384,705,978 bytes · revision 2dffb94—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-gestures-pick-place-correct-block-pp ↗Hugging Face · 222 files · 1,522,037,405 bytes · revision 6b6bc7c—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-gestures-pick-place-yellow-block ↗Hugging Face · 206 files · 1,397,309,297 bytes · revision c7e064c—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-gestures-pick-place-yellow-block-new ↗Hugging Face · 14 files · 35,472,181 bytes · revision 3008e4e—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-gestures-pick-place-yellow-block-pp ↗Hugging Face · 206 files · 1,532,534,419 bytes · revision 8558043—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-gestures-task3-edit ↗Hugging Face · 198 files · 1,983,911,643 bytes · revision f99d0aa—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-pick-place-yellow-block ↗Hugging Face · 159 files · 1,510,889,044 bytes · revision b588b29—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-pick-place-yellow-block-pp ↗Hugging Face · 156 files · 1,368,226,723 bytes · revision 597ebb2—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/emg-test ↗Hugging Face · 15 files · 143,786,647 bytes · revision 9a6855c—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jasontchan/pick-place-three-blocks-full-emg-corrected ↗Hugging Face · 60 files · 1,954,052,600 bytes · revision 268079b—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
jatshi/CAS_EEG ↗Hugging Face · 16 files · 22,321,373,716 bytes · revision 8a18106—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
jlgr/EMG-Dataset ↗Hugging Face · 19,767 files · 675,553 bytes · revision 8364765—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
jomonjoseph98/real-eeg ↗Hugging Face · 7 files · 531,293 bytes · revision 97dd8af—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
jonathan-lys/reve-atlas ↗Hugging Face · 54 files · 3,182,997,399 bytes · revision a1d6ca2—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
justkha05/EEG ↗Hugging Face · 397 files · 8,715,150,753 bytes · revision d593938—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
kgarg47/kahlus-raw-eeg-waveforms-efa0d90 ↗Hugging Face · 4,378 files · 79,888,820,959 bytes · revision 2e93a74—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
kkchaulagain/LieWaves-EEG ↗Hugging Face · 3 files · 6,991,046 bytes · revision b5cfeab—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
kristinbranson/neurodata-reuse-zhang2025 ↗Hugging Face · 1,750 files · 49,440,663,334 bytes · revision b134ad2—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
lee-jhwn/multimodal-speech-biosignals ↗Hugging Face · 369 files · 1,189,600,689 bytes · revision 2e36764—otherHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
lemon2004/DREAMS ↗Hugging Face · 19 files · 4,259,338,561 bytes · revision b131c6d—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
liverman/EEG_DECODE ↗Hugging Face · 16 files · 21,374,064,363 bytes · revision 5a91bb9—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
liyongsea/THINGS_EEG_Test ↗Hugging Face · 13 files · 2,444,622,232 bytes · revision 6f69761—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
luigi-s/EEG_Image_CVPR_ALL_subj ↗Hugging Face · 12 files · 1,705,330,595 bytes · revision b8e5c68—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
luigi-s/EEG_Image_TVIZ_ALL_subj ↗Hugging Face · 37 files · 13,164,881,638 bytes · revision 1eba80b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
madteam/thinking-bciciv2a ↗Hugging Face · 4 files · 214,854,413 bytes · revision 1cd0dea—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
malansi/EMG-Gesture-Dataset ↗Hugging Face · 10 files · 12,080,547 bytes · revision 27dc1e5—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
marical/eeg-eye-state ↗Hugging Face · 2 files · 1,762,308 bytes · revision 171784a—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
matvelen6369/eeg_data ↗Hugging Face · 15 files · 4,934,972,199 bytes · revision 51edd5b—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
matvelen6369/eeg_data_disoder ↗Hugging Face · 11 files · 2,891,512,799 bytes · revision 240c388—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
mod1155/CineBrain ↗Hugging Face · 19 files · 140,971,724,389 bytes · revision 31bbf1f—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
monster-monash/CrowdSourced ↗Hugging Face · 16 files · 918,541,922 bytes · revision 18ab93f—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
monster-monash/DREAMERA ↗Hugging Face · 12 files · 2,444,489,648 bytes · revision 7a55408—otherHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
monster-monash/DREAMERV ↗Hugging Face · 11 files · 2,443,127,553 bytes · revision 2bfd78c—otherHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
musicji83/amigos-eeg-dataset ↗Hugging Face · 41 files · 3,877,621,403 bytes · revision f3234f6—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • No licence tag on its Hugging Face listing.
  • Matches AMIGOS in byte counts, file count, and file names. That source is released under a signed agreement; this upload has no licence tag (terms page captured 19 October 2026 ↗).
mysteriousauthor/spikeprophecy-steinmetz ↗Hugging Face · 43 files · 1,761,488,739 bytes · revision 04b11ea—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
nagyadam97/EEG_records_raw_schizophrenia_bipolar ↗Hugging Face · 88 files · 26,985,895,091 bytes · revision 17917b6—cc-by-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
naplabdataset/mov-aad ↗Hugging Face · 165 files · 319,780,688,436 bytes · revision 45e7dde—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
nariow/EEG-Electrode-Shift-Dataset ↗Hugging Face · 42 files · 29,035,639,837 bytes · revision c7cf8f7—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
neukym/kymata-soto ↗Hugging Face · 715 files · 174,637,019,414 bytes · revision dd4cc91—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
neurodeskorg/eeg-frequency-tagging-sample ↗Hugging Face · 4 files · 157,379,440 bytes · revision b04151e—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
neurofusion/eeg-restingstate ↗Hugging Face · 155 files · 694,723,700 bytes · revision fe43ac7—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
neuroinfinite/fnirs-finekyber ↗Hugging Face · 31 files · 1,410,808,755 bytes · revision 9405799—cc-by-nc-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches Guevara et al. 2024 fNIRS motor-cortex dataset (Parkinson's disease) in the source its card names. That source’s terms page gives cc-by-4.0; this upload’s licence tag is cc-by-nc-sa-4.0 (terms page captured 19 October 2026 ↗).
  • Matches Multiple-session NIRS recordings from stroke patients controlling a BCI (Isaev et al. 2024) in the source its card names. That source’s terms page gives cc-by-4.0; this upload’s licence tag is cc-by-nc-sa-4.0 (terms page captured 19 October 2026 ↗).
  • Matches ASTaUND fNIRS dataset (Kamat et al. 2023) in the source its card names. That source’s terms page gives cc0-1.0; this upload’s licence tag is cc-by-nc-sa-4.0 (terms page captured 19 October 2026 ↗).
  • Matches fNIRS Finger Tapping Data in BIDS Format (Luke et al.) in the source its card names (terms page captured 19 October 2026 ↗).
  • Matches fNIRS resting state with motion artifacts (Yucel et al. 2014) in the source its card names. That source’s terms page gives bsd; this upload’s licence tag is cc-by-nc-sa-4.0 (terms page captured 19 October 2026 ↗).
omarfirdaus101/emg-cyton-digits ↗Hugging Face · 6 files · 70,637,742 bytes · revision af097c4—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
opsecsystems/D1D2_Fundamental ↗Hugging Face · 974 files · 6,832,718,344 bytes · revision 4e4a0d1—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
opsecsystems/eegdream ↗Hugging Face · 3 files · 12,856,975 bytes · revision d1d5978—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
perottofederico/EEGCVPR40-captions ↗Hugging Face · 12 files · 1,746,881,045 bytes · revision 6e26220—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
perottofederico/EEGCVPR40_GoodCaptions ↗Hugging Face · 50 files · 21,156,860,899 bytes · revision c13cf7c—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
perottofederico/EEGCVPR40_good_captions ↗Hugging Face · 12 files · 1,704,243,765 bytes · revision 8ffbf56—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
perottofederico/things-eeg ↗Hugging Face · 162 files · 54,194,614,603 bytes · revision 2850daa—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
phuongbtmp/EEG2Speech ↗Hugging Face · 4,807 files · 70,761,809 bytes · revision 72a8d33—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • No licence tag on its Hugging Face listing.
  • Gated on Hugging Face: the uploader approves each request.
prastab/eeg-processed-train-dataset ↗Hugging Face · 78 files · 14,261,009,488 bytes · revision 89cb03d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
praxilon76/Sample_data ↗Hugging Face · 16,645 files · 8,581,997,442 bytes · revision 7d0b139—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: access is granted automatically once a user accepts the conditions.
pyinglie/EEG-To-Text_Datasets ↗Hugging Face · 78 files · 69,447,746,815 bytes · revision 97e14eb—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
pyinglie/EEG-To-Text_Preprocessed ↗Hugging Face · 9 files · 5,111,299,297 bytes · revision af5f576—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
raei/Brunner-2008-BCICompetition2008GrazDataSetA ↗Hugging Face · 22 files · 780,098,116 bytes · revision a51c59d—cc-by-nd-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
raei/Jeong-2022-InternationalBCICompetition2020Review-track3 ↗Hugging Face · 52 files · 2,326,563,932 bytes · revision 60718f1—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
raei/Khanday-2026-EEGFoundationModelsSpeechDecodingBenchmark ↗Hugging Face · 536 files · 22,025,725,694 bytes · revision b87226f—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
raei/Kunz-2025-InnerSpeechMotorCortexImplicationsSpeechNeuroprostheses ↗Hugging Face · 84 files · 11,500,388,137 bytes · revision 3f4006d—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
raei/Nieto-2022-ThinkingOutLoudOpenAccessEEGBasedBCIDatasetInnerSpeech ↗Hugging Face · 185 files · 26,828,601,779 bytes · revision e0a07f4—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
raei/Schalk-2009-EEGMotorMovementImagery ↗Hugging Face · 3,061 files · 3,614,974,014 bytes · revision d9c07d0—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
rishab-iyer1/mindeye_ieeg ↗Hugging Face · 16,917 files · 55,331,509,685 bytes · revision 63315ee—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • No licence tag on its Hugging Face listing.
  • Matches Natural Scenes Dataset (NSD) in file names. That source requires registration; this upload has no licence tag (terms page captured 19 October 2026 ↗).
riteshhf/tsfp-repro-adftd-processed ↗Hugging Face · 12 files · 1,358,220,335 bytes · revision 74286a5—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
rverma0631/eeg40 ↗Hugging Face · 2 files · 18,354,457,929 bytes · revision 240a2d0—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
sajjad5221/eeg2text-emmt-dataset ↗Hugging Face · 5 files · 19,876,530 bytes · revision 4d6a44b—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
sajjad5221/eeg2text-emmt-dataset-unique-sentences ↗Hugging Face · 5 files · 36,048,867 bytes · revision 09caa21—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
sajjad5221/emmt-eeg-raw-phases ↗Hugging Face · 7 files · 90,833,978 bytes · revision 9806cb2—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
sarveshrbabu/eeg-seizure-data ↗Hugging Face · 221 files · 13,334,989,115 bytes · revision fddd8dc—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
skywalker-p/EEG_2d ↗Hugging Face · 121 files · 15,360,017,821 bytes · revision 3a71cc9—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
skywalker-p/PAIR ↗Hugging Face · 2,171 files · 8,114,705,448 bytes · revision 73d3330—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
smam/chb-mit-seizure-windows-2to1 ↗Hugging Face · 8 files · 3,046,430,860 bytes · revision 964002e—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches CHB-MIT Scalp EEG Database (PhysioNet chbmit 1.0.0) in the source its card names. That source’s terms page gives odc-by-1.0; this upload’s licence tag is cc-by-4.0 (terms page captured 19 October 2026 ↗).
smam/tuh-eeg ↗Hugging Face · 11,128 files · 2,175,495,133,396 bytes · revision 2d50a5e—noneHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
srimeenakshiks/eeg-biometric-data ↗Hugging Face · 176 files · 425,887,560 bytes · revision 297c302—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
strawcoder33/bci-mamba-data ↗Hugging Face · 142 files · 25,044,062,776 bytes · revision f135d98—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
tankalapavankalyan/exp01-eeg-to-text-sentences ↗Hugging Face · 127 files · 71,606,968,889 bytes · revision 957f0f2—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
tobisns/multisource-eeg-motorimagery ↗Hugging Face · 7 files · 4,881,719,195 bytes · revision 57a6412—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
tqxg2022/EEG3D ↗Hugging Face · 29 files · 76,579,598,133 bytes · revision 3512601—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
tttgxias/Omni-iEEGHugging Face · 4,270 files · 159,246,369,342 bytes · revision c2fb59e—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
ut-vision/EgoBrain-Mini ↗Hugging Face · 17,520 files · 44,568,261,067 bytes · revision dfd2906—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
velvet-pine-22/PULSE ↗Hugging Face · 3,623 files · 78,365,484,728 bytes · revision 5c87906—cc-by-nc-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
wang124/L-Mind ↗Hugging Face · 12,012 files · 2,422,510,990 bytes · revision 6557307—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
wbxlala/sleep_edf_3he1 ↗Hugging Face · 4 files · 102,253,079 bytes · revision 999708c—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
wbxlala/sleep_edf_str ↗Hugging Face · 4 files · 309,018,401 bytes · revision 1c77f75—odc-byHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
wd41/isruc-sleep ↗Hugging Face · 1,392 files · 13,105,355,460 bytes · revision 85bae4c—unknownHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
whhhy123/EEGAgentBenchmark ↗Hugging Face · 1,041 files · 24,244,825,183 bytes · revision 7df779a—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
windwerfer/neurofeed-eeg-windows ↗Hugging Face · 1,700 files · 2,738,924,606 bytes · revision 43e5bc9—otherHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
woldier/eeg_denoise_dataset ↗Hugging Face · 6 files · 1,871,560,176 bytes · revision 1835df9—apache-2.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
  • Matches EEGdenoiseNet (NCClab, Southern University of Science and Technology) in the source its card names. That source’s terms page gives mit; this upload’s licence tag is apache-2.0 (terms page captured 19 October 2026 ↗).
  • Matches Semi-simulated EEG/EOG dataset for EOG artifact rejection (Klados and Bamidis 2016) in the source its card names. That source’s terms page gives cc-by-4.0; this upload’s licence tag is apache-2.0 (terms page captured 19 October 2026 ↗).
xkoo115/UnifiedNeuroGen-Demo-Dataset ↗Hugging Face · 291 files · 7,108,055,842 bytes · revision aa85843—mitHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
xw1216/openneuro-ds005178-eesm23-v1-0-0-transfer ↗Hugging Face · 10 files · 41,598,867,606 bytes · revision 04474ed—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
xw1216/openneuro-ds005185-eesm19-raw-v1-0-2 ↗Hugging Face · 3,556 files · 841,008,537,323 bytes · revision 1dbffee—cc0-1.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
  • Its card names EESM19 scalp subset as its source.
xw1216/openneuro-hbn-eeg-releases-v1-0-1 ↗Hugging Face · 15 files · 1,748,294,708,998 bytes · revision 8b6c69a—cc-by-sa-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
  • Gated on Hugging Face: the uploader approves each request.
xw1216/tuh-eeg-cloud-transfer ↗Hugging Face · 286 files · 1,756,624,868,397 bytes · revision 32fdab0—otherHugging Face licence tagStep 1 of 5 · ListedStatus: ListedStays at step 1 under the re-upload rule
yefllower/EEGFaceSem ↗Hugging Face · 187 files · 26,200,306,457 bytes · revision 49930c9—cc-by-4.0Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
yushiran/fnirs_fmri_stroop ↗Hugging Face · 2 files · 803,958,814 bytes · revision ee72b66—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
yushiran/fnirs_stroop ↗Hugging Face · 2 files · 291,442 bytes · revision e0bc801—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
zl3030/reliant-bci-nlb-public-raw ↗Hugging Face · 2 files · 2,209,607,742 bytes · revision e078a5d—noneHugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • No licence tag on its Hugging Face listing.
SanderGi/lerobot-eeg-test* ↗Hugging Face · 1,106,524,422 bytes in all—apache-2.0 (22)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 22 repositories by SanderGi in the series “lerobot-eeg-test”, listed as one row.
dbzfan2012/lerobot-eeg-test* ↗Hugging Face · 97,479,718 bytes in all—none (5), apache-2.0 (1)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 6 repositories by dbzfan2012 in the series “lerobot-eeg-test”, listed as one row.
  • 5 of 6 members carry no licence tag.
perottofederico/things-eeg-captions* ↗Hugging Face · 345,309,729,711 bytes in all—none (13)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 13 repositories by perottofederico in the series “things-eeg-captions”, listed as one row.
  • 13 of 13 members carry no licence tag.
tankalapavankalyan/ds007808* ↗Hugging Face · 330,175,482,488 bytes in all—cc0-1.0 (1)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 1 repository by tankalapavankalyan in the series “ds007808”, listed as one row.
Kkuntal990/bnci* ↗Hugging Face · 22,800,659 bytes in all—unknown (4)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 4 repositories by Kkuntal990 in the series “bnci”, listed as one row.
Kkuntal990/test* ↗Hugging Face · 22,800,659 bytes in all—unknown (4)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 4 repositories by Kkuntal990 in the series “test”, listed as one row.
SanderGi/eval_lerobot-eeg-test* ↗Hugging Face · 6,252,710 bytes in all—apache-2.0 (1), none (1)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 2 repositories by SanderGi in the series “eval_lerobot-eeg-test”, listed as one row.
  • 1 of 2 members carries no licence tag.
atgarcia/EMGSoundTrain* ↗Hugging Face · 3,200,955,982 bytes in all—none (4)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 4 repositories by atgarcia in the series “EMGSoundTrain”, listed as one row.
  • 4 of 4 members carry no licence tag.
braindecode/example_dataset* ↗Hugging Face · 21,800,049 bytes in all—unknown (3)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 3 repositories by braindecode in the series “example_dataset”, listed as one row.
jasontchan/emg-gestures-task* ↗Hugging Face · 10,545,603,049 bytes in all—apache-2.0 (6)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 6 repositories by jasontchan in the series “emg-gestures-task”, listed as one row.
jasontchan/eval_emg-task1-bigger* ↗Hugging Face · 1,661,249,331 bytes in all—apache-2.0 (5)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 5 repositories by jasontchan in the series “eval_emg-task1-bigger”, listed as one row.
jasontchan/eval_emg-task2-big* ↗Hugging Face · 97,289,643 bytes in all—apache-2.0 (1)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 1 repository by jasontchan in the series “eval_emg-task2-big”, listed as one row.
jasontchan/eval_emg-task3-edit* ↗Hugging Face · 739,729,794 bytes in all—apache-2.0 (4)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 4 repositories by jasontchan in the series “eval_emg-task3-edit”, listed as one row.
jasontchan/testing* ↗Hugging Face · 1,777,410,661 bytes in all—apache-2.0 (2)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 2 repositories by jasontchan in the series “testing”, listed as one row.
wbxlala/eegimage* ↗Hugging Face · 811,602,675 bytes in all—none (2)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 2 repositories by wbxlala in the series “eegimage”, listed as one row.
  • 2 of 2 members carry no licence tag.
OpenNeuro via EEGDash · 1 rowEEGDash’s mirrors of OpenNeuro and NEMAR records, as one row. Which mirror holds which record is in the JSON file; this site’s rows and MOABB rows that have a mirror list it among their names.
OpenNeuro and NEMAR via EEGDashHugging FaceAlso: EEGDash—cc0-1.0 (553), cc-by-4.0 (91), other (46), cc-by-sa-4.0 (37), cc-by-nc-4.0 (6), cc-by-nc-sa-4.0 (4), cc-by-nc-nd-4.0 (1), cc-by-nd-4.0 (1), none (1), odc-by (1)Hugging Face licence tagStep 1 of 5 · ListedStatus: Listed
  • 737 repositories by EEGDash in the series “OpenNeuro and NEMAR mirrors”, listed as one row.
  • 1 of 737 members carries no licence tag.
This site’s datasets · 47 rowsDatasets this site has scored, held or reviewed, furthest step first. A row with results links its page.
BETA ↗Also: BETA database, The BETA database, BETA: A Large Benchmark Database Toward SSVEP-BCI Application, Liu et al. (2020) · MOABB: Liu2020BETA · DOI: 10.3389/fnins.2020.00627 · Hugging Face: Bingchuan/BETA40-target SSVEPas this site’s page states itCC BY 4.0this site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
ds003810 ↗Also: Motor Imagery vs Rest - Low-Cost EEG System, A motor imagery vs. rest dataset with low-cost consumer grade EEG hardware, Peterson et al. (2022) · MOABB: Peterson2020 · DOI: 10.1016/j.heliyon.2020.e03425 · EEGDash: EEGDash/ds003810Motor imagery / restas this site’s page states itCC0-1.0this site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
ds005342 ↗Also: EEG data offline and online during motor imagery for standing and sitting, Triana-Guzman et al. (2022) · MOABB: TrianaGuzman2024 · DOI: 10.3389/fninf.2022.961089 · EEGDash: EEGDash/ds005342Cue-gated idle / commandas this site’s page states itCC0-1.0this site’s rights recordStep 5 of 5 · In the matrixStatus: Published
ds006593 ↗Also: cBCI Matrix Multimodal Dataset, Multimodal Sensor Fusion for EEG-Based BCI Typing Systems, on006593 · EEGDash: EEGDash/ds006593P300 target ERPas this site’s page states itCC0-1.0this site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
EEGMAT ↗Also: EEG During Mental Arithmetic Tasks, Electroencephalograms during Mental Arithmetic Task Performance, Zyma et al. (2019)Mental arithmetic / restas this site’s page states itOpen Data Commons Attribution License 1.0this site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
EESM19 scalp subset ↗Also: EESM19, Ear-EEG Sleep Monitoring 2019, ds005185, Mikkelsen et al. (2019) · EEGDash: EEGDash/ds005185Five-stage sleepas this site’s page states itCC0-1.0 declared by upstream and mirrorthis site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
TMNRED / ds005383 ↗Also: TMNRED, ds005383, TMNRED, A Chinese Language EEG Dataset for Fuzzy Semantic Target Identification in Natural Reading Environments, Bai et al. (2025) · EEGDash: EEGDash/ds005383Semantic target ERPas this site’s page states itOpenNeuro metadata says CC0; accompanying publication/GitHub says CC BY 4.0this site’s rights recordStep 5 of 5 · In the matrixshare above chance: not computedStatus: Published
EEG Alpha Waves dataset ↗Also: ALPHA.EEG.2017-GIPSA, Zenodo 2605110, hal-02086581 · MOABB: Rodrigues2017 · DOI: 10.5281/zenodo.2348891Eyes open / eyes closedas this site’s page states itCC-BY-4.0this site’s rights recordStep 4 of 5 · Rungap at step 3: consent or ethics statementshare above chance: not computedStatus: Published
  • The scores here use Zenodo record 2605110, which holds 20 recordings; 19 are scored. An earlier inventory named the source as Zenodo 2348892 / NEMAR nm000221.
Bak et al. fNIRS finger- and foot-tapping dataset ↗Also: Open Access fNIRS Dataset for Classification of Unilateral Finger- and Foot-Tapping, figshare 9783755, fNIRS dataset for ternary classification, Bak et al. (2019)Human fNIRS: right-hand, left-hand and foot tapping, a person left out at a timeas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
BINGO cross-linguistic inner-speech dataset ↗Also: BINGO (Brain Imagined-Speech Communication), BINGO cross-linguistic inner speech elicitation dataset, BINGO Dataset 2, D3.1 – The BINGO Benchmarking FrameworkInner speech of 15 matched nouns in Greek and in English, across people and languagesas this site’s page states itNo licence statedthis site’s rights recordStep 4 of 5 · Rungap at step 3: consent or ethics statementgap at step 3: pinned versionshare above chance: not computedStatus: Published
BNCI2015-001 · next-day adaptation ↗MOABB: BNCI2015_001 · DOI: 10.1109/tnsre.2012.2189584—CC BY-NC-ND 4.0 (as displayed by the official catalogue)this site’s rights recordStep 4 of 5 · Rungap at step 3: rights reviewgap at step 3: consent or ethics statementgap at step 3: pinned versiongap at step 4: chance levelshare above chance: not computedStatus: Score held
BOAS · Bitbrain Open Access Sleep dataset ↗Also: BOAS, Bitbrain Open Access Sleep dataset, The Bitbrain Open Access Sleep (BOAS) dataset, OpenNeuro ds005555, ds005555 · EEGDash: EEGDash/ds005555Overnight sleep, six polysomnography EEG channels, human-consensus stagesas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
Dreem Open Datasets (DOD-H and DOD-O) ↗Also: Dreem Open Datasets, DOD-H, DOD-O, DOD, Zenodo 15900394, Guillot et al. (2020)Five-stage sleep staging, healthy sleepers and people with obstructive sleep apnoea, kept apartas this site’s page states itMITthis site’s rights recordStep 4 of 5 · Rungap at step 3: consent or ethics statementgap at step 4: chance levelshare above chance: not computedStatus: Published
OpenNeuro ds004584 · Parkinson's disease, rest eyes open ↗Also: OpenNeuro ds004584, Rest eyes open, NEMAR on004584 · EEGDash: EEGDash/ds004584Resting-state EEG, Parkinson's disease and controlsas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
EEG-fNIRS-based Handwriting Trajectory Dataset ↗Also: ACM MM 2026 Multimodal Brain-Computer Interface Grand Challenge · Hugging Face: lasfk/EEG-fNIRS-based-Handwriting-Trajectory-DatasetFour released coded labels in an imagined-handwriting competition dataset, EEG only: a data-quality and methods case studyas this site’s page states itCC BY-NC-SA 4.0this site’s rights recordStep 4 of 5 · Rungap at step 3: derivationgap at step 3: original termsgap at step 3: consent or ethics statementshare above chance: not computedStatus: Published
EESM23 · Ear-EEG Sleep Monitoring 2023 ↗Also: EESM23, Ear-EEG Sleep Monitoring 2023, OpenNeuro ds005178 · EEGDash: EEGDash/ds005178Five-stage sleep, in-ear and scalpas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
eldBETA · eldercare-oriented SSVEP benchmark database ↗MOABB: Liu2022EldBETA · DOI: 10.1038/s41597-022-01372-9—CC BY 4.0the deposit’s recordStep 4 of 5 · Rungap at step 4: chance levelStatus: Score held
  • SingLEM lists it in its pretraining corpus.
  • Held: with one person, every score is that person’s.
Forenzo & He continuous-tracking EEG-BCI dataset ↗Also: Forenzo & He (2024), KiltHub 25360300, EEG-BCI Dataset for Continuous Tracking using Deep Learning-based Decoding for Non-invasive Brain-Computer Interface, Forenzo et al. (2024), continuous pursuit BCI datasetContinuous cursor tracking with a noninvasive BCI, across sessionsas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · RunStatus: Published
Multimodal gait dataset · treadmill walking ↗Also: A multimodal gait dataset of brain activity, muscle activity, kinematics and ground forces in young adults, PhysioNet multimodal-gait-dataset, doi:10.13026/r0ea-7161Treadmill walking at three speedsas this site’s page states itCC-BY-4.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
IESSEEG · infantile epileptic spasms syndrome EEG (Capur/IESSEEG) ↗Hugging Face: Capur/IESSEEG—CC-BY-4.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelshare above chance: not computedStatus: Published
Longitudinal ERP dataset (RSVP) ↗Also: A longitudinal EEG dataset of event-related potential, figshare 27201003, Longitudinal ERP dataset, Zhang et al. (2025) · MOABB: Zhang2025 · DOI: 10.1038/s41597-025-05378-xRSVP face-target ERP, the same people at nominal Day 1, 7, 80 and 200 visitsas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelshare above chance: not computedStatus: Published
LTRSVP · EEG Signals from an RSVP Task ↗Also: LTRSVP, EEG Signals from an RSVP Task, PhysioNet ltrsvp, Matran-Fernandez & Poli (2017)P300 target images in rapid serial visual presentation at three ratesas this site’s page states itOpen Data Commons Attribution License 1.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
Mobile BCI dataset (SSVEP and ERP paradigms) ↗Also: Mobile BCI dataset, Lee2021, Lee2021Mobile, NEMAR nm000201, NEMAR nm000125, OSF r7s9b · MOABB: Lee2021Mobile_ERP, Lee2021Mobile_SSVEP · DOI: 10.1038/s41597-021-01094-4 · EEGDash: EEGDash/nm000125, EEGDash/nm000201SSVEP and ERP while standing, walking and runningas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelshare above chance: not computedStatus: Published
MC_RTT (Neural Latents Benchmark) ↗Also: MC_RTT, Neural Latents Benchmark MC_RTT, DANDI 000129, macaque motor cortex spiking activity during self-paced reaching, O'Doherty et al. random target taskOne macaque’s motor-cortex spiking during self-paced reaching: finger velocityas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · RunStatus: Published
OpenBMI motor imagery (Lee et al. 2019) ↗Also: OpenBMI, Lee2019, GigaDB 100542, EEG Dataset and OpenBMI Toolbox for Three BCI Paradigms, Lee et al. (2019) · MOABB: Lee2019_MI, Lee2019_ERP, Lee2019_SSVEP · DOI: 10.1093/gigascience/giz002Motor imagery: left or right hand across two sessions, and imagery or restas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
  • eeg-fm-masking lists it in its pretraining corpus; which release of it it used is not established.
Orthosis error-detection dataset (Kueper et al. 2024) ↗Also: EEG and EMG dataset for the detection of errors introduced by an active orthosis device, IJCAI'23 CC6 IntEr-HRI competition dataset, Zenodo 8345429, Kueper et al. (2024)Injected orthosis device errors against standard device events, EEG only: one cohort in three configurationsas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
Phantom EEG with motion, muscle and eye artifacts ↗Also: Phantom EEG Dataset with Motion, Muscle, and Eye Artifacts and Example Scripts, OpenNeuro ds004784 · EEGDash: EEGDash/ds004784Physical head phantom with motion, muscle and eye artifactsas this site’s page states itCC0-1.0this site’s rights recordStep 4 of 5 · RunStatus: Published
REFED emotion dataset (EEG-fNIRS) ↗Also: REFED, A Subject Real-time Dynamic Labeled EEG-fNIRS Synchronized Recorded Emotion Dataset, REFED2025/REFED-dataset, Ning et al. (2025)Self-reported valence and arousal while watching videos: a stored-clip diagnosticas this site’s page states itCC BY-NC-SA 4.0this site’s rights recordStep 4 of 5 · RunStatus: Published
Shin2022 · closed-loop motor imagery EEG (Figshare 20383716) ↗MOABB: Shin2022 · DOI: 10.3389/fnhum.2022.951591Closed-loop cursor control: the instructed right or left target, dry electrodesas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelshare above chance: not computedStatus: Published
Stieger longitudinal BCI · one-person pilot ↗MOABB: Stieger2021 · DOI: 10.1038/s41597-021-00883-1—CC-BY-4.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelStatus: Status only
Cattan PC/VR P300 dataset ↗Also: Dataset of an EEG-based BCI experiment in Virtual Reality and on a Personal Computer, VR.EEG.2018-GIPSA, Zenodo 2605205, arXiv:1903.11297 · MOABB: Cattan2019_VR · DOI: 10.5281/zenodo.2605204P300 on a PC screen and in a VR headsetas this site’s page states itCC-BY-4.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
WBCIC-SHU motor imagery dataset ↗Also: WBCIC-SHU, WBCIC-SHU Motor Imagery Dataset, WBCIC_SHU Motor Imagery dataset, Figshare+ 22671172, A multi-day and high-quality EEG dataset for motor imagery brain-computer interface, Yang et al. (2025) · MOABB: Yang2025 · DOI: 10.1038/s41597-025-04826-yMotor imagery across three recording sessions: two-class and three-class cohorts, kept apartas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Runshare above chance: not computedStatus: Published
Wearable SSVEP BCI dataset (dry and wet electrodes) ↗Also: Wearable SSVEP BCI Dataset, An Open Dataset for Wearable SSVEP-Based Brain-Computer Interfaces, figshare 13560281, Zhu et al. (2021)12-target SSVEP, dry and wet electrodesas this site’s page states itCC BY 4.0this site’s rights recordStep 4 of 5 · Rungap at step 3: pinned versiongap at step 4: chance levelshare above chance: not computedStatus: Published
YSU asynchronous SSVEP-BCI dataset ↗Also: YSU-an EEG dataset for studying asynchronous SSVEP-BCI, figshare 24906300, An EEG dataset for studying asynchronous steady-state visual evoked potential (SSVEP) based brain computer interfacesAsynchronous SSVEP, control and non-control statesas this site’s page states itCC-BY-4.0this site’s rights recordStep 4 of 5 · Rungap at step 4: chance levelshare above chance: not computedStatus: Published
BNCI2014-001 ↗Also: BCI Competition IV 2a · MOABB: BNCI2014_001 · DOI: 10.3389/fnins.2012.00055—CC BY-ND 4.0this site’s rights recordStep 3 of 5 · Tracedgap at step 3: consent or ethics statementgap at step 3: pinned versionStatus: Listed
BNCI2014-004 ↗MOABB: BNCI2014_004 · DOI: 10.1109/TNSRE.2007.906956—CC BY-ND 4.0this site’s rights recordStep 3 of 5 · Tracedgap at step 2: files openedgap at step 3: consent or ethics statementgap at step 3: pinned versionStatus: Listed
BNCI2014-008 ↗MOABB: BNCI2014_008 · DOI: 10.3389/fnhum.2013.00732—CC BY-NC-ND 4.0this site’s rights recordStep 3 of 5 · Tracedgap at step 3: pinned versionStatus: Listed
  • REVE Base and REVE Large list it in their pretraining corpus; which release of it they used is not established.
BNCI2014-009 ↗MOABB: BNCI2014_009 · DOI: 10.1088/1741-2560/11/3/035008—CC BY-NC-ND 4.0this site’s rights recordStep 3 of 5 · Tracedgap at step 3: consent or ethics statementgap at step 3: pinned versionStatus: Listed
  • REVE Base and REVE Large list it in their pretraining corpus; which release of it they used is not established.
OpenNeuro ds004902 · paired sleep-condition recordings ↗EEGDash: EEGDash/ds004902—CC0-1.0this site’s rights recordStep 3 of 5 · Tracedgap at step 3: consent or ethics statementStatus: Status only
  • eeg-fm-masking lists it in its pretraining corpus; which release of it it used is not established.
OpenNeuro ds007420 · multi-distance fNIRS ↗Also: ds007420, Open-access Multi-Distance fNIRS Dataset Generated During Ball-Squeezing and Motion-Artifact Induction Tasks, Zhou et al. multi-distance fNIRS · EEGDash: EEGDash/ds007420Human fNIRS recordings: a numerical coverage check, no decodingas this site’s page states itCC0-1.0this site’s rights recordStep 3 of 5 · TracedStatus: Published
FALCON H2 · human intracortical handwriting ↗—CC BY 4.0this site’s rights recordStep 3 of 5 · TracedStatus: Status only
physionet-eegmmidb-1.0.0 ↗MOABB: PhysionetMI · DOI: 10.13026/C28G6P—Open Data Commons Attribution License 1.0this site’s rights recordStep 3 of 5 · Tracedgap at step 2: files openedgap at step 3: consent or ethics statementStatus: Listed
  • LaBraM lists it in its pretraining corpus; which release of it it used is not established.
Rabut et al. · human functional ultrasound through a cranial window ↗—CC BY-NC 4.0this site’s rights recordStep 3 of 5 · TracedStatus: Status only
L-FAME ↗Hugging Face: L-FAME-Dataset-Benchmark/L-FAME—CC-BY-NC-4.0this site’s rights recordStep 2 of 5 · ReadStatus: Status only
  • Listed because the register records what was checked; it has no model result on this site.
Synchronized multimodal meditation and rest dataset (Zenodo) ↗—None recordedStep 2 of 5 · Readgap at step 1: licence as statedStatus: Status only
stew-monster-processed ↗Hugging Face: monster-monash/STEW—Mirror declares CC BY 4.0; exact upstream DataPort license not independently verifiedthis site’s rights recordStep 2 of 5 · ReadStatus: Listed
ZuCo 2.0 via NEMAR nm000279 ↗—CC-BY-4.0this site’s rights recordStep 2 of 5 · ReadStatus: Status only
  • Held: in one converted run, some fixation times fall outside the recording.
MOABB catalog · 140 rowsOne row per source record in MOABB, with paradigm, people, channels and sampling rate as MOABB lists them. Records this site already lists are merged into its rows.
AguileraRodriguez2025 ↗DOI: 10.1038/s41597-025-05926-5Imagery · 15 people · 24 channels · 500 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Alawieh2025 ↗DOI: 10.5281/zenodo.15454354Imagery · 27 people · 35 channels · 512 Hzas MOABB lists itcc-by-4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: MOABB loads one offline session, and the clinical group has two participants.
AlexMI ↗DOI: 10.5281/zenodo.806022Imagery · 8 people · 16 channels · 512 Hzas MOABB lists itCC-BY-SA-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BCIComp2020 ↗MOABB: BCIComp2020UpperLimb, BCIComp2020WalkingERP · DOI: 10.3389/fnhum.2022.898300BCIComp2020UpperLimb: Imagery · 15 people · 60 channels · 250 HzBCIComp2020WalkingERP: P300 / ERP · 15 people · 56 channels · 100 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BI2012 ↗DOI: 10.5281/zenodo.2649006P300 / ERP · 25 people · 16 channels · 128 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
BI2013a ↗DOI: 10.5281/zenodo.1494163, 10.5281/zenodo.2669187P300 / ERP · 24 people · 16 channels · 512 Hzas MOABB lists itCreative Commons Attribution 1.0 Genericthe Zenodo recordZenodo record 2669187, the latest version under concept DOI 10.5281/zenodo.1494163; licence identifier on Zenodo: “cc-by”Step 3 of 5 · Tracedgap at step 2: files openedStatus: Planned
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
  • Planned for a fixed-protocol run here.
BI2014a ↗DOI: 10.5281/zenodo.3266223P300 / ERP · 64 people · 16 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
BI2014b ↗DOI: 10.5281/zenodo.3267301P300 / ERP · 38 people · 32 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
BI2015a ↗DOI: 10.5281/zenodo.3266930P300 / ERP · 43 people · 32 channels · 512 Hzas MOABB lists itcc-by-4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
BI2015b ↗DOI: 10.5281/zenodo.3267307P300 / ERP · 44 people · 32 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
  • LaBraM and REVE list it in their pretraining corpus; which release of it they used is not established.
BNCI2003_004 ↗DOI: 10.1109/TBME.2004.827088Imagery · 5 people · 118 channels · 100 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2014_002 ↗DOI: 10.1515/bmt-2014-0117Imagery · 14 people · 15 channels · 512 Hzas MOABB lists itCC-BY-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_003 ↗DOI: 10.1016/j.neulet.2009.06.045P300 / ERP · 10 people · 8 channels · 256 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_004 ↗DOI: 10.1371/journal.pone.0123727Imagery · 9 people · 30 channels · 256 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_006 ↗DOI: 10.1088/1741-2560/11/2/026009P300 / ERP · 11 people · 64 channels · 200 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_007 ↗DOI: 10.1088/1741-2560/9/4/045006P300 / ERP · 16 people · 63 channels · 100 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_008 ↗DOI: 10.1088/1741-2560/8/6/066003P300 / ERP · 13 people · 63 channels · 250 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_009 ↗DOI: 10.3389/fnins.2011.00112P300 / ERP · 21 people · 62 channels · 1,000 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_010 ↗DOI: 10.1016/j.clinph.2012.12.050P300 / ERP · 12 people · 63 channels · 200 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_012 ↗DOI: 10.3389/fnins.2011.00099P300 / ERP · 10 people · 63 channels · 250 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2015_013 ↗DOI: 10.1109/TNSRE.2010.2053387P300 / ERP · 6 people · 64 channels · 512 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2016_002 ↗DOI: 10.1088/1741-2560/8/5/056001P300 / ERP · 15 people · 69 channels · 200 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2019_001 ↗DOI: 10.1038/s41598-019-43594-9Imagery · 10 people · 64 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2020_001 ↗DOI: 10.3389/fnins.2020.00849Imagery · 45 people · 64 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2020_002 ↗DOI: 10.3389/fnins.2020.591777P300 / ERP · 18 people · 32 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2022_001 ↗DOI: 10.1109/TAFFC.2021.3059688Imagery · 13 people · 67 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2024_001 ↗DOI: 10.1016/j.compbiomed.2024.109132cognitive · 20 people · 64 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2025_001 ↗DOI: 10.1088/1741-2552/ada0eaImagery · 20 people · 71 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
BNCI2025_002 ↗DOI: 10.1088/1741-2552/ac689fImagery · 10 people · 64 channels · 200 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Batista2022 ↗DOI: 10.5281/zenodo.7664068Imagery · 20 people · 38 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Beetl2021_A ↗DOI: 10.48550/arXiv.2202.12950Imagery · 3 people · 63 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Beetl2021_B ↗Imagery · 2 people · 32 channels · 200 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Brandl2020 ↗DOI: 10.3389/fnins.2020.566147Imagery · 16 people · 63 channels · 1,000 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Brodu2012 ↗DOI: 10.1016/j.neucom.2011.10.010Imagery · 1 person · 11 channels · 512 Hzas MOABB lists it“free for research use”as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Castillos ↗MOABB: CastillosBurstVEP100, CastillosBurstVEP40, CastillosCVEP100, CastillosCVEP40 · DOI: 10.1016/j.neuroimage.2023.120446CastillosBurstVEP100: c-VEP · 12 people · 28 channels · 500 HzCastillosBurstVEP40: c-VEP · 12 people · 28 channels · 500 HzCastillosCVEP100: c-VEP · 12 people · 28 channels · 500 HzCastillosCVEP40: c-VEP · 12 people · 28 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Cattan2019_PHMD ↗DOI: 10.5281/zenodo.2617084Resting State · 12 people · 16 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Chailloux2020 ↗DOI: 10.3390/s20247198 · EEGDash: EEGDash/ds003190P300 / ERP · 19 people · 8 channels · 256 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Chang2025 ↗DOI: 10.1038/s41597-025-06147-6Imagery · 28 people · 59 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Chen2017SingleFlicker ↗DOI: 10.1371/journal.pone.0178385SSVEP · 12 people · 32 channels · 512 Hzas MOABB lists itCC BY 4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Cho2017 ↗DOI: 10.5524/100295Imagery · 52 people · 68 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Daly2020 ↗DOI: 10.18112/openneuro.ds002720.v1.0.1 · EEGDash: EEGDash/ds002720Imagery · 18 people · 19 channels · 1,000 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Damm2026 ↗DOI: 10.18112/openneuro.ds008446.v1.0.1Imagery · 20 people · 62 channels · 512 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Dong2023 ↗DOI: 10.26599/BSA.2023.9050020SSVEP · 59 people · 8 channels · 250 Hzas MOABB lists itCC BY-NC 4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Dreyer2023 ↗MOABB: Dreyer2023A, Dreyer2023B, Dreyer2023C · DOI: 10.1038/s41597-023-02445-zDreyer2023: Imagery · 87 people · 32 channels · 512 HzDreyer2023A: Imagery · 60 people · 32 channels · 512 HzDreyer2023B: Imagery · 21 people · 32 channels · 512 HzDreyer2023C: Imagery · 6 people · 32 channels · 512 Hzas MOABB lists itcc-by-4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: three releases form one family; selection and filter differences are unchecked.
EPFLP300 ↗DOI: 10.1016/j.jneumeth.2007.03.005P300 / ERP · 8 people · 34 channels · 2,048 Hzas MOABB lists itLicence not yet read from the hostStep 1 of 5 · Listedgap at step 1: licence as statedStatus: Listed
ErpCore2021 ↗MOABB: ErpCore2021_ERN, ErpCore2021_LRP, ErpCore2021_MMN, ErpCore2021_N170, ErpCore2021_N2pc, ErpCore2021_N400, ErpCore2021_P3 · DOI: 10.1016/j.neuroimage.2020.117465ErpCore2021: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_ERN: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_LRP: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_MMN: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_N170: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_N2pc: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_N400: P300 / ERP · 40 people · 33 channels · 1,024 HzErpCore2021_P3: P300 / ERP · 40 people · 33 channels · 1,024 Hzas MOABB lists itCC BY 4.0, CC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Farabbi2020 ↗DOI: 10.5281/zenodo.5882500Imagery · 12 people · 35 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Forenzo2023 ↗DOI: 10.1109/TBME.2023.3298957Imagery · 25 people · 64 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Gao2026 ↗DOI: 10.1038/s41597-025-06512-5Imagery · 22 people · 32 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
GrosseWentrup2009 ↗DOI: 10.1109/TBME.2008.2009768Imagery · 10 people · 128 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
GuttmannFlury2025 ↗MOABB: GuttmannFlury2025_ME, GuttmannFlury2025_MI, GuttmannFlury2025_P300, GuttmannFlury2025_SSVEP · DOI: 10.1038/s41597-025-04861-9GuttmannFlury2025_ME: Imagery · 31 people · 63 channels · 1,000 HzGuttmannFlury2025_MI: Imagery · 31 people · 63 channels · 1,000 HzGuttmannFlury2025_P300: P300 / ERP · 31 people · 63 channels · 1,000 HzGuttmannFlury2025_SSVEP: SSVEP · 31 people · 63 channels · 1,000 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Han2024Fatigue ↗DOI: 10.1109/TNSRE.2024.3380635SSVEP · 24 people · 64 channels · 1,000 Hzas MOABB lists itCC BY 4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Han2026 ↗DOI: 10.18112/openneuro.ds007327.v1.1.0Imagery · 35 people · 88 channels · 1,000 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
HefmiIch2025 ↗DOI: 10.1038/s41597-025-06100-7Imagery · 37 people · 32 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Hinss2021 ↗DOI: 10.1038/s41597-022-01898-yResting State · 15 people · 62 channels · 500 Hzas MOABB lists itcc-by-sa-4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: two deposits differ in people, sessions and licence; the version is not fixed yet.
Huebner2017 ↗DOI: 10.1371/journal.pone.0175856P300 / ERP · 13 people · 37 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Huebner2018 ↗DOI: 10.1109/MCI.2018.2807039P300 / ERP · 12 people · 37 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
IMUMIA2026 ↗DOI: 10.5281/zenodo.20421767Imagery · 5 people · 69 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Iwama2023 ↗DOI: 10.1038/s41597-023-02260-6 · EEGDash: EEGDash/ds004444Imagery · 30 people · 129 channels · 1,000 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Jeong2020 ↗DOI: 10.1093/gigascience/giaa098Imagery · 25 people · 71 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Jia2019 ↗DOI: 10.6084/m9.figshare.7636301Imagery · 15 people · 63 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kalunga2016 ↗DOI: 10.1016/j.neucom.2016.01.007SSVEP · 12 people · 8 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kaneshiro2015 ↗DOI: 10.1371/journal.pone.0135697Imagery · 10 people · 124 channels · 62.5 Hzas MOABB lists itCC-BY-3.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kaya2018 ↗DOI: 10.1038/sdata.2018.211Imagery · 7 people · 19 channels · 200 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kim2025BetaRange ↗DOI: 10.1038/s41597-025-06032-2SSVEP · 40 people · 33 channels · 1,024 Hzas MOABB lists itCC BY 4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: onset timing and block structure are unresolved.
Kodera2023 ↗DOI: 10.5281/zenodo.7893846Imagery · 29 people · 9 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kojima2024A ↗DOI: 10.1371/journal.pone.0303565P300 / ERP · 11 people · 66 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kojima2024B ↗DOI: 10.3389/fnhum.2024.1461960P300 / ERP · 15 people · 66 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kueper2024 ↗DOI: 10.1038/s41598-024-65910-8Imagery · 8 people · 67 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Kumar2024 ↗DOI: 10.1093/pnasnexus/pgae076Imagery · 18 people · 25 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Lee2022 ↗DOI: 10.18112/openneuro.ds004022.v1.0.0 · EEGDash: EEGDash/ds004022Imagery · 7 people · 18 channels · 500 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Lee2024 ↗MOABB: Lee2024_AC, Lee2024_BS, Lee2024_DL, Lee2024_EL, Lee2024_TV · DOI: 10.3389/fnhum.2024.1320457Lee2024_AC: P300 / ERP · 10 people · 25 channels · 500 HzLee2024_BS: P300 / ERP · 14 people · 31 channels · 500 HzLee2024_DL: P300 / ERP · 15 people · 31 channels · 500 HzLee2024_EL: P300 / ERP · 15 people · 31 channels · 500 HzLee2024_TV: P300 / ERP · 30 people · 31 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Leelakittisin2025 ↗DOI: 10.5281/zenodo.20348444Imagery · 22 people · 63 channels · 1,200 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Leeuwis2021 ↗DOI: 10.34894/Z7ZVODImagery · 55 people · 16 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Lenaig2026 ↗DOI: 10.1109/BCI69045.2026.11435072SSVEP · 24 people · 27 channels · 500 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Lioi2020 ↗MOABB: Lioi2020_XP1, Lioi2020_XP2 · DOI: 10.1038/s41597-020-0498-3 · EEGDash: EEGDash/ds002336Lioi2020_XP1: Imagery · 10 people · 64 channels · 5,000 HzLioi2020_XP2: Imagery · 17 people · 64 channels · 5,000 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Liu2024 ↗DOI: 10.1038/s41597-023-02787-8Imagery · 47 people · 31 channels · 500 Hzas MOABB lists itCC BY 4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: released IDs include duplicated or reprocessed recordings; group-level deduplication is pending.
Liu2025 ↗DOI: 10.1038/s41597-025-04618-4Imagery · 27 people · 65 channels · 1,000 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MAMEM1 ↗DOI: 10.6084/m9.figshare.2068677.v1SSVEP · 11 people · 256 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MAMEM2 ↗DOI: 10.48550/arXiv.1602.00904SSVEP · 11 people · 256 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MAMEM3 ↗DOI: 10.6084/m9.figshare.3413851.v3SSVEP · 11 people · 14 channels · 128 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MIBMPI2024 ↗DOI: 10.1007/s00521-024-10917-5Imagery · 8 people · 13 channels · 128 Hzas MOABB lists itCC-BY-NC-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MILimbEEG ↗DOI: 10.1016/j.dib.2023.109540Imagery · 60 people · 16 channels · 125 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MIMED2024 ↗DOI: 10.1016/j.dib.2024.110833Imagery · 30 people · 14 channels · 128 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MIND2026 ↗DOI: 10.57760/sciencedb.34326Imagery · 30 people · 64 channels · 1,000 Hzas MOABB lists itCC-BY-NC-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MOVING2024 ↗DOI: 10.3390/s24165207Imagery · 11 people · 35 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Ma2020 ↗DOI: 10.1038/s41597-020-0535-2Imagery · 25 people · 62 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Ma2022 ↗DOI: 10.1038/s41597-022-01647-1Imagery · 25 people · 32 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Mainsah2025 ↗MOABB: Mainsah2025_A, Mainsah2025_B, Mainsah2025_C, Mainsah2025_D, Mainsah2025_E, Mainsah2025_F, Mainsah2025_G, Mainsah2025_H, Mainsah2025_I, Mainsah2025_J, Mainsah2025_K, Mainsah2025_L, Mainsah2025_M, Mainsah2025_N, Mainsah2025_O, Mainsah2025_P, Mainsah2025_Q, Mainsah2025_R, Mainsah2025_S1, Mainsah2025_S2 · DOI: 10.13026/0byy-ry86Mainsah2025_A: P300 / ERP · 13 people · 32 channels · 256 HzMainsah2025_B: P300 / ERP · 19 people · 16 channels · 256 HzMainsah2025_C: P300 / ERP · 19 people · 32 channels · 256 HzMainsah2025_D: P300 / ERP · 17 people · 32 channels · 256 HzMainsah2025_E: P300 / ERP · 8 people · 16 channels · 256 HzMainsah2025_F: P300 / ERP · 10 people · 16 channels · 256 HzMainsah2025_G: P300 / ERP · 20 people · 16 channels · 256 HzMainsah2025_H: P300 / ERP · 16 people · 16 channels · 256 HzMainsah2025_I: P300 / ERP · 13 people · 16 channels · 256 HzMainsah2025_J: P300 / ERP · 20 people · 16 channels · 256 HzMainsah2025_K: P300 / ERP · 5 people · 16 channels · 256 HzMainsah2025_L: P300 / ERP · 11 people · 16 channels · 256 HzMainsah2025_M: P300 / ERP · 21 people · 16 channels · 256 HzMainsah2025_N: P300 / ERP · 8 people · 16 channels · 256 HzMainsah2025_O: P300 / ERP · 18 people · 32 channels · 256 HzMainsah2025_P: P300 / ERP · 19 people · 32 channels · 256 HzMainsah2025_Q: P300 / ERP · 36 people · 32 channels · 256 HzMainsah2025_R: P300 / ERP · 20 people · 32 channels · 256 HzMainsah2025_S1: P300 / ERP · 10 people · 32 channels · 256 HzMainsah2025_S2: P300 / ERP · 24 people · 32 channels · 256 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MartinezCagigal2023Checker ↗DOI: 10.71569/7c67-v596c-VEP · 16 people · 16 channels · 256 Hzas MOABB lists itCC-BY-NC-SA-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MartinezCagigal2023Pary ↗DOI: 10.71569/025s-eq10c-VEP · 16 people · 16 channels · 256 Hzas MOABB lists itCC-BY-NC-SA-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MartinezPeon2024 ↗DOI: 10.6084/m9.figshare.25773342.v1Imagery · 10 people · 14 channels · 128 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
MartinezPeon2025 ↗DOI: 10.17632/msgzn862ns.1Imagery · 50 people · 20 channels · 500 Hzas MOABB lists itCC-BY-NC-SA-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
NETBCI2026 ↗DOI: 10.1038/s41597-026-08237-5Imagery · 19 people · 74 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Nakanishi2015 ↗DOI: 10.1371/journal.pone.0140703SSVEP · 10 people · 8 channels · 256 Hzas MOABB lists itLicence not yet read from the hostStep 1 of 5 · Listedgap at step 1: licence as statedStatus: Listed
NeBULA2025 ↗DOI: 10.1038/s41597-025-05042-4Imagery · 39 people · 127 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
NeuroTUMBCI2025 ↗DOI: 10.5281/zenodo.18087806Imagery · 2 people · 24 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Nguyen2017 ↗MOABB: Nguyen2017_L, Nguyen2017_S, Nguyen2017_SL, Nguyen2017_V · DOI: 10.1088/1741-2552/aa8235Nguyen2017_L: Imagery · 6 people · 64 channels · 256 HzNguyen2017_S: Imagery · 6 people · 64 channels · 256 HzNguyen2017_SL: Imagery · 6 people · 64 channels · 256 HzNguyen2017_V: Imagery · 8 people · 64 channels · 256 Hzas MOABB lists it“other-open”as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Nieto2022 ↗DOI: 10.1038/s41597-022-01147-2 · EEGDash: EEGDash/ds003626Imagery · 10 people · 136 channels · 1,024 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Ofner2017 ↗DOI: 10.1371/journal.pone.0182578Imagery · 15 people · 96 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Ortiz2023 ↗DOI: 10.1038/s41597-023-02243-7Imagery · 10 people · 31 channels · 200 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Pan2023 ↗DOI: 10.7910/DVN/251NOWImagery · 14 people · 28 channels · 250 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Pan2025 ↗DOI: 10.7910/DVN/GH74ZGImagery · 10 people · 28 channels · 250 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
PardoGarcia2026 ↗DOI: 10.5281/zenodo.19599465Imagery · 18 people · 63 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Perdikis2018 ↗DOI: 10.5281/zenodo.841764Imagery · 2 people · 16 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
PerezBlanco2026 ↗DOI: 10.1038/s41597-026-07287-zImagery · 45 people · 16 channels · 512 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Peters2026 ↗DOI: 10.18112/openneuro.ds007720.v1.0.0P300 / ERP · 5 people · 23 channels · 300 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
PoloHortiguela2025 ↗DOI: 10.5281/zenodo.14672334Imagery · 6 people · 35 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Pressel2016 ↗DOI: 10.1117/12.2255697Imagery · 15 people · 6 channels · 1,024 Hzas MOABB lists it“other-open”as MOABB lists itStep 1 of 5 · ListedStatus: Listed
RomaniBF2025ERP ↗DOI: 10.48550/arXiv.2510.10169P300 / ERP · 22 people · 8 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Rozado2015 ↗DOI: 10.1371/journal.pone.0121262Imagery · 30 people · 32 channels · 512 Hzas MOABB lists itCC0 1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Schirrmeister2017 ↗DOI: 10.1002/hbm.23730Imagery · 14 people · 128 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Schrag2026Pediatric ↗DOI: 10.5281/zenodo.20848097SSVEP · 47 people · 16 channels · 256 Hzas MOABB lists itcc-by-4.0the deposit’s recordStep 1 of 5 · ListedStatus: Listed
  • Held: intended targets must be separated from the classifier outputs stored with them.
Shin2017 ↗MOABB: Shin2017A, Shin2017B · DOI: 10.1109/TNSRE.2016.2628057Shin2017A: Imagery · 29 people · 32 channels · 200 HzShin2017B: cognitive · 29 people · 32 channels · 200 Hzas MOABB lists itGPL-3.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Simoes2020 ↗DOI: 10.3389/fnins.2020.568104P300 / ERP · 15 people · 8 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Sosulski2019 ↗DOI: 10.48550/arXiv.2109.06011P300 / ERP · 13 people · 37 channels · 1,000 Hzas MOABB lists itCC-BY-SA-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Speier2017 ↗DOI: 10.1371/journal.pone.0175382P300 / ERP · 10 people · 32 channels · 256 Hzas MOABB lists itCC0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Tavakolan2017 ↗DOI: 10.1371/journal.pone.0174161Imagery · 12 people · 32 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Thapa2025 ↗DOI: 10.1038/s41597-025-06039-9Imagery · 23 people · 39 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Thielen2015 ↗DOI: 10.1371/journal.pone.0133797c-VEP · 12 people · 64 channels · 2,048 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Thielen2021 ↗DOI: 10.1088/1741-2552/abecefc-VEP · 30 people · 8 channels · 512 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Vagaja2023 ↗DOI: 10.5281/zenodo.8086086Imagery · 26 people · 38 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
WRCC2023_MI_A ↗DOI: 10.7910/DVN/J9JFESImagery · 9 people · 59 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
WRCC2023_MI_B ↗DOI: 10.7910/DVN/HFNWRXImagery · 9 people · 59 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
WRCC2023_MI_C ↗DOI: 10.7910/DVN/G8FBHHImagery · 8 people · 59 channels · 1,000 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wairagkar2018 ↗DOI: 10.1371/journal.pone.0193722Imagery · 14 people · 19 channels · 1,024 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wang2016 ↗DOI: 10.1109/TNSRE.2016.2627556SSVEP · 34 people · 64 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wang2021Combined ↗DOI: 10.1111/ejn.15030SSVEP · 8 people · 33 channels · 1,000 Hzas MOABB lists itCC BY 4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wang2025 ↗DOI: 10.1109/TNSRE.2025.3591254 · Hugging Face: Jiaheng-Wang/ZJU-MI-EEGImagery · 15 people · 62 channels · 256 Hzas MOABB lists itODC-BYas MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wang2026 ↗DOI: 10.1184/R1/32293995.v1Imagery · 39 people · 62 channels · 1,000 Hzas MOABB lists itCC-BY-NC-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wang2026Handwriting ↗DOI: 10.1038/s41597-026-06708-3cognitive · 21 people · 32 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Weibo2014 ↗DOI: 10.1371/journal.pone.0114853Imagery · 10 people · 64 channels · 200 Hzas MOABB lists itCC0-1.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Wu2020 ↗DOI: 10.1088/1741-2552/abc1b6Imagery · 6 people · 132 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Yagan2023 ↗DOI: 10.1016/j.dsp.2023.103950P300 / ERP · 18 people · 32 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Yi2025 ↗DOI: 10.1038/s41597-025-05286-0Imagery · 18 people · 62 channels · 1,000 Hzas MOABB lists itCC-BY-NC-ND-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Zhang2017 ↗DOI: 10.1371/journal.pone.0188293Imagery · 12 people · 17 channels · 1,000 Hzas MOABB lists itCC BY 4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Zheng2020 ↗DOI: 10.3389/fnins.2020.579469P300 / ERP · 14 people · 62 channels · 1,000 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Zhou2016 ↗DOI: 10.1371/journal.pone.0162657Imagery · 4 people · 14 channels · 250 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Zhou2020 ↗DOI: 10.3389/fnhum.2021.701091Imagery · 20 people · 28 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Zuo2025 ↗DOI: 10.1038/s41597-025-05767-2Imagery · 30 people · 30 channels · 500 Hzas MOABB lists itCC-BY-4.0as MOABB lists itStep 1 of 5 · ListedStatus: Listed
Corpora that require an agreement or request · 6 rowsCorpora that require a signed agreement, a request or a registration. Their terms are quoted from a captured copy of the source’s own page.
AMIGOS ↗—“The user may only use the dataset after this EULA has been signed and returned to the dataset administrators.”quoted from an archived copy of the source’s page, captured 19 October 2026 ↗ · SHA-256 5e78e87238ab1c99Access: signed agreementStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
DEAP ↗—“The user may only use the dataset after this EULA has been signed and returned to the dataset administrators.”quoted from an archived copy of the source’s page, captured 19 October 2026 ↗ · SHA-256 da59f1c39be9836bAccess: signed agreementStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
DREAMER ↗—“Please state your name, contact details (e-mail), institution, position, as well as the reason for requesting access to the DREAMER database.”quoted from the source’s page, captured 19 October 2026 ↗ · SHA-256 1d1a718fa376c72cAccess: on requestStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
MAHNOB-HCI ↗Also: MAHNOB-HCI-Tagging—“This document must be signed by a person with a permanent position at an academic institute (the signee).”quoted from the source’s page, captured 19 October 2026 ↗ · SHA-256 6bc468ee863eb01bAccess: signed agreementStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
SEED family ↗Also: SEED, SEED-IV, SEED-V, SEED-VIG—“To gain the access to our datasets, please download and fill out the license agreement below and upload it on the APPLY page.”quoted from the source’s page, captured 19 October 2026 ↗ · SHA-256 ddc22ae373beb86eAccess: signed agreementStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule
TUH EEG Corpus ↗Also: TUEG, TUAB, TUSZ, TUEV, TUAR, TUEP, TUSL—“To request access to the TUH EEG Corpus, please fill out this form and email a signed copy”quoted from the source’s page, captured 19 October 2026 ↗ · SHA-256 75fa8477215127f9Access: signed agreementStep 1 of 5 · ListedStatus: ListedStays at step 1 under the access rule

Download: open-register-20261020.json (both ladders, with each step’s evidence and the findings as codes) and open-register-20261020.csv (this ladder, flat, with no findings). Every file

Cite this page

BCI Report (2026). Every EEG dataset we know of, and how far we checked it. https://bci.report/datasets/register/

Figures from release open-register-update-20261020 (2026-10-20). Cite the upstream datasets as well: each dataset’s page gives its credit.

Every release is archived on Zenodo: doi:10.5281/zenodo.23123296. BibTeX for the site and its releases → · CITATION.cff ↗