on005048
40Hz Auditory Entrainment
EEG Zarr
…The auditory stimulus was a 5kHz carrier tone amplitude modulated with a…
- Participants
- 35
- Channels
- 19 (10-20)
- Citations
- 29
- Size
- 356 MB
- Version
- v1.0.0
- Updated
- Jun 26, 2026
Discover datasets
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- nm000130
Liu2022 – eldBETA SSVEP benchmark dataset for elderly population
EEG Zarr…for elderly population. ## Dataset Overview - **Code**: Liu2022EldBETA - **Paradigm**: ssvep - **DOI**: 10.1038…
- Participants
- 100
- Channels
- 64 (10-10)
- Citations
- 28
- HED
- v8.4.0
- Size
- 34.8 GB
- Version
- v1.0.4
- Updated
- Oct 8, 2026
- on004745
8-Channel SSVEP EEG Dataset with Artifact Trials
EEG ZarrAn 8-channel wearable EEG dataset of steady-state visual evoked potentials (SSVEP) recorded from 6 participants. Stimulation was delivered at 2 Hz, 4 Hz and 8 Hz. Each participant completed trials while staying still and trials with voluntary head/neck and eye movements, so the recordings include both clean and artifact-contaminated data.
- Participants
- 6
- Channels
- 8 (other)
- Citations
- 26
- Size
- 242 MB
- Version
- v1.0.0
- Updated
- May 13, 2026
- nm000119
Oikonomou2016 – SSVEP MAMEM 1 dataset
EEG ZarrA dataset of 256-channel EEG recordings from 11 healthy adults performing an SSVEP-based BCI protocol. Participants viewed a single flickering magenta box at five stimulation frequencies (6.66, 7.50, 8.57, 10.00 and 12.00 Hz) while EEG was recorded at 250 Hz. The data support comparative evaluation of state-of-the-art SSVEP signal-processing and classification algorithms.
- Participants
- 11
- Channels
- 256 (egi-geodesic)
- Citations
- 40
- HED
- v8.4.0
- Size
- 11.4 GB
- Version
- v1.0.3
- Updated
- Oct 8, 2026
- on004998
Exploring the electrophysiology of Parkinson's disease - magnetoencephalography combined with deep brain recordings from the subthalamic nucleus.
MEG Zarr…modulation by movement and medication. Code for quickly start is available here…
- Participants
- 20
- Citations
- 12
- Size
- 162 GB
- Version
- v1.0.0
- Updated
- Jun 26, 2026
- nm000207
Kojima et al. 2024 (Dataset B) — Four-class ASME BCI: investigation of the feasibility and comparison of two strategies for multiclassing
EEG ZarrEEG dataset of 15 healthy participants performing a four-class auditory stream segregation multiclass ERP (ASME) brain-computer interface task. Two strategies for achieving four classes were compared: ASME-4stream (four streams, one target stimulus each) and ASME-2stream (two streams, two target stimuli each). P300 responses, binary classification and offline BCI simulation with linear discriminant analysis showed average accuracies of 0.83 and 0.86, respectively. NASA-TLX workload ratings were also collected.
- Participants
- 15
- Channels
- 64 (10-10)
- Citations
- 5
- HED
- v8.4.0
- Size
- 23.5 GB
- Version
- v1.0.5
- Updated
- Oct 8, 2026
- on003800
Auditory Gamma Entrainment
EEG Zarr…The auditory stimulus was a 5kHz carrier tone amplitude modulated with a…
- Participants
- 13
- Channels
- 19 (10-20)
- Size
- 364 MB
- Version
- v1.0.0
- Updated
- May 5, 2026
- nm000129
Liu2020 – BETA SSVEP benchmark dataset
EEG ZarrThe BETA database contains 64-channel EEG recordings from 70 healthy participants (aged 9-64 years) performing a 40-target cued-spelling SSVEP-BCI task. Stimuli used joint frequency and phase modulation (JFPM) on a 5x8 virtual keyboard, with frequencies of 8-15.8 Hz. Data were recorded in a normal classroom rather than a shielded room, giving a more realistic benchmark for SSVEP-based brain-computer interfaces.
- Participants
- 70
- Channels
- 64 (10-10)
- Citations
- 97
- HED
- v8.4.0
- Size
- 7.72 GB
- Version
- v1.0.2
- Updated
- Aug 18, 2026
- on007648
CrossModal Study
EEG Zarr…36 Hz and an amplitude modulated 40 Hz tone was played. The…
- Participants
- 22
- Channels
- 63 (10-10)
- Citations
- 2
- Size
- 7.18 GB
- Version
- v1.0.0
- Updated
- Jun 30, 2026
- nm000120
Oikonomou2016 – SSVEP MAMEM 2 dataset
EEG ZarrA 256-channel EEG dataset from 11 healthy subjects performing an SSVEP-based brain-computer interface protocol. Participants viewed five simultaneously flickering boxes (6.66, 7.50, 8.57, 10.00, 12.00 Hz) and focused on a cued target. The recordings were collected to support comparative evaluation of filtering, artifact removal, feature extraction and classification algorithms for SSVEP BCIs.
- Participants
- 11
- Channels
- 256 (egi-geodesic)
- Citations
- 37
- HED
- v8.4.0
- Size
- 9.72 GB
- Version
- v1.0.3
- Updated
- Oct 8, 2026