Discover datasets

EEG recordings from 10 healthy participants performing kinesthetic motor imagery of gait while walking on flat ground with a fully assisted lower-limb exoskeleton. Trials alternate motor imagery with relaxation and a regressive-count distractor task, cued by auditory stimuli. Data were recorded with 27 EEG and 4 EOG channels as part of the DECODED EUROBENCH sub-project and re-released in BIDS format via MOABB.

Participants

10

Channels

27 (10-10)

HED

v8.4.0

Size

3.78 GB

Version

v1.0.0

Updated

Oct 8, 2026

A raw multimodal dataset from 30 healthy right-handed adults performing a hierarchy of cognitive, motor, and combined cognitive-motor tasks across three sessions. It includes EEG, fNIRS, ECG, EMG, Biodex torque/kinematics, push-button responses, and subjective ratings of sleepiness and cognitive load. The data are organized in BIDS and are unprocessed exports from the acquisition systems.

Participants

30

Channels

32 (10-10)

Size

4.21 GB

Version

v1.0.0

Updated

Jun 30, 2026

This dataset contains 62-channel EEG recorded at 500 Hz from 15 healthy participants across two sessions. It combines resting-state recordings with three difficulty levels (easy, medium, difficult) of the MATB-II multitasking paradigm, and was designed for passive brain-computer interface research on cross-session mental workload estimation. The BIDS version is a MOABB-derived conversion of the COG-BCI database, with HED event annotations.

Participants

15

Channels

61 (10-10)

Citations

70

HED

v8.4.0

Size

1.22 GB

Version

v1.0.0

Updated

Jun 2, 2026

…P8, O1, OZ, O2 **Additional sensors** * **EOG:** Horizontal (HEO) and Vertical (VEO…

Participants

120

Channels

37 (10-10)

Size

53.6 GB

Version

v1.0.0

Updated

Jun 29, 2026

This dataset contains the steady-state visual evoked potential (SSVEP) paradigm of the Mobile BCI dataset from Lee et al. (2021). It provides scalp EEG and EOG recordings from healthy participants who viewed visual flickers at 5.45, 8.57, and 12 Hz while standing, walking, and running on a treadmill. It supports research on brain-computer interface decoding during locomotion.

Participants

23

Channels

73 (other)

Citations

36

HED

v8.4.0

Size

1.31 GB

Version

v1.0.2

Updated

Aug 18, 2026

…PPG sensors, which record changes in blood volume, were clipped on the…

Participants

103

Channels

59 (10-10)

Size

219 GB

Version

v1.0.0

Updated

Jun 24, 2026

Raw 64-channel EEG, electrocardiography, photoplethysmography, pupillometry and behavioral data from 86 participants during 4 minutes of eyes-closed rest and a digit span serial recall task. Participants memorized or passively listened to auditory digit sequences of 5, 9, or 13 items. The dataset supports work on cognitive load discrimination, event-related and oscillatory dynamics during encoding and maintenance, and links between working memory, central and peripheral physiology.

Participants

86

Channels

63 (10-10)

Citations

65

Size

253 GB

Version

v1.0.0

Updated

Jun 22, 2026

…UADC001 (#306) * 26 MEG reference sensors (#4-#29) * 272 MEG axial gradiometers…

Participants

2

Citations

1

Size

15.5 GB

Version

v1.0.0

Updated

Jun 21, 2026

The Ear-EEG Sleep Monitoring 2019 (EESM19) dataset contains overnight home recordings from 20 subjects who each slept four nights with partial polysomnography (EEG, EOG, chin EMG), dry-contact ear-EEG, and a wrist-worn actigraph. Ten of these subjects also completed 12 further nights with only ear-EEG, actigraphy, and a single EOG electrode. The dataset also includes sleep scoring, post-night comfort questionnaires, sleep diaries, and electrode quality-check markers. It was collected to develop and assess ear-EEG as a sleep monitoring platform.

Participants

20

Citations

98

Size

783 GB

Version

v1.0.0

Updated

Jun 26, 2026

…LTD, Helsinki) with 102 triple-sensors elements (two orthogonal planar gradiometers, and…

Participants

24

Citations

1

Size

136 GB

Version

v1.0.0

Updated

Jun 29, 2026