Multimodal gait dataset · treadmill walking: EEG decoding results

Name: BCI Report: results on Multimodal gait dataset · treadmill walking
Creator: BCI Report
License: https://creativecommons.org/licenses/by/4.0/

Treadmill walking at three speeds

Multimodal gait dataset · treadmill walking: EEG decoding results

Treadmill-walking dataset from 59 healthy young adults at Khalifa University, each walking one minute at 0.5, 0.75 and 1.0 m/s, with synchronized 19-channel dry-electrode EEG (DSI-24), surface EMG from 12 lower-limb muscles, 17-sensor IMU kinematics and split-belt force plates. Released on PhysioNet as v1.0.0 (CC BY 4.0, April 2026) by Katmah et al.

Also known as A multimodal gait dataset of brain activity, muscle activity, kinematics and ground forces in young adults · PhysioNet multimodal-gait-dataset · doi:10.13026/r0ea-7161

Description sources physionet.org · doi.org

Where it appears

Does EEG decoding still work while walking or running?

Published results

Each figure comes from the reviewed download linked in its group. One row is above another only where their 95% intervals do not overlap.

Movement · treadmill walking speed (a confound case)

Source page: On the move · Chance level 33.3% · context-update.json

Relative spectral bands · Relative spectral bands, 19 scalp channels

45.4% (39.1%–51.7%)

Movement-nuisance features · Movement-nuisance features, not brain signal

50.6% (44.3%–56.9%)

Balanced accuracy, 2 configurations. Dot: the estimate; line: 95% interval; dashed line, where drawn: chance level.

Method	Condition	Metric	Value	People
Relative spectral bands	Relative spectral bands, 19 scalp channels	Balanced accuracy	45.4%39.1%–51.7%	58
Movement-nuisance featurescomparator	Movement-nuisance features, not brain signal	Balanced accuracy	50.6%44.3%–56.9%	58

Source and licence

Multimodal gait dataset · treadmill walking

Credit R. Katmah, A. AlShehhi, D. Kosaji, N. Al-Rahmani, M. Abdullah, A. A. V. Hulleck and K. Khalaf · A multimodal gait dataset of brain activity, muscle activity, kinematics and ground forces in young adults, PhysioNet v1.0.0 (2026), doi:10.13026/r0ea-7161.

CC-BY-4.0 ↗ · Dataset record ↗

BCI Report does not redistribute any recording. These are aggregate measurements computed by BCI Report under the licence above; the data remain their creators’.

Row in the open register →

All datasets → · All methods →

Cite this page

BCI Report (2026). Multimodal gait dataset · treadmill walking: EEG decoding results. https://bci.report/datasets/gait-eeg/

Figures from release context-update-20260927 (2026-09-27). Cite the upstream dataset as well: its credit is on this page.

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