Treadmill walking at three speeds

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 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

Every figure below is copied from a reviewed download, not recomputed for this page. Read each group with its protocol on the linked page.

Movement · treadmill walking speed (a confound case)

Read with its protocol: 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: chance level where the payload records one.

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 featuresreference or comparator, not a decoding model	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 belong to the people credited.

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