Frontiers in Human Neuroscience | Brain-Computer Interfaces

Original Research

Accepted on 19 Sep 2025

Using Vision Transformers for Electrographic Seizure Classification to Aid Physician Review of Intracranial Electroencephalography Recordings

in Brain-Computer Interfaces

Muhammad Furqan Afzal
Sharanya Arcot Desai
Wade Barry
Tom Tcheng
Jonathan Kuo
Shawna W. Benard
Christopher B. Traner
David Greene
Cairn Seale
Martha J. Morrell

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1680395

399 views

Original Research

Accepted on 04 Sep 2025

Multimodal MBC-ATT: Cross-Modality Attentional Fusion of EEG-fNIRS for Cognitive State Decoding

in Brain-Computer Interfaces

Yu Li
Lei Zhu
Aiai Huang
Jianhai Zhang
Peng Yuan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1660532

1,870 views

Original Research

Accepted on 03 Sep 2025

Deep Learning for Inner Speech Recognition: A Pilot Comparative Study of EEGNet and a Spectro-Temporal Transformer on Bimodal EEG–fMRI Data

in Brain-Computer Interfaces

Eyad Talal Attar

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1668935

1,929 views

Original Research

Published on 07 Aug 2025

Ensemble learning techniques reveals multidimensional EEG feature alterations in pediatric schizophrenia

in Brain-Computer Interfaces

Ying Mao
Fang Wang
Shan Wang
Zhaowei Wang
Gang Li
Xuchen Qi
Yu Sun

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1530291

1,859 views

Original Research

Published on 23 Jul 2025

Associations between pre-cue parietal alpha oscillations and event related desynchronization in motor imagery-based brain-computer interface

in Brain-Computer Interfaces

Mohamed A. Mohamed
Joshua Giles
Mashael AlSaleh
Mahnaz Arvaneh

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1625127

1,887 views

Review

Published on 23 Jul 2025

Mind the gap: bridging ethical considerations and regulatory oversight in implantable BCI human subjects research

in Brain-Computer Interfaces

R. Bert Wilkins
Tara Coffin
Michelle Pham
Eran Klein
Megh Marathe

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1633627

2,586 views

Original Research

Published on 16 Jul 2025

A study of motor imagery EEG classification based on feature fusion and attentional mechanisms

in Brain-Computer Interfaces

Tingting Zhu
Hailin Tang
Lei Jiang
Yijia Li
Shijun Li
Zhijian Wu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1611229

1,433 views

Original Research

Published on 16 Jul 2025

Classification of finger movements through optimal EEG channel and feature selection

in Brain-Computer Interfaces

Murside Degirmenci
Yilmaz Kemal Yuce
Matjaž Perc
Yalcin Isler

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1633910

1,192 views

Original Research

Published on 10 Jul 2025

Requirement of a complex motor task to identify neuroplastic changes in motor control of the lower extremity in patients with anterior cruciate ligament reconstruction: a fNIRS study

in Brain-Computer Interfaces

Ke Liu
Qin Zhu
Weidong Xu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1595284

1,249 views

Editorial

Published on 09 Jul 2025

Editorial: Methods in brain-computer interfaces: 2023

in Brain-Computer Interfaces

Davide Borra
Ming Ma
Ester Martinez-Martin
Likun Xia

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1647584

1,043 views

Original Research

Published on 04 Jul 2025

Neurophysiological predictors of deep learning based unilateral upper limb motor imagery classification

in Brain-Computer Interfaces

Justin Sonntag
Lin Yu
Xilu Wang
Thomas Schack

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1617748

1,479 views

Original Research

Published on 20 Jun 2025

Deep learning-based electroencephalic decoding of the phase-lagged transcranial alternating current stimulation

in Brain-Computer Interfaces

Jeongwook Kwon
Byoung-Kyong Min

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1545726

1,300 views

Brief Research Report

Published on 18 Jun 2025

Predicting task performance in robot-assisted surgery using physiological stress and subjective workload: a case study with interpretable machine learning

in Brain-Computer Interfaces

Kaiqi Wei
Chika Kimura
Megumi Shimura
Yoshihiro Shimomura
Xue Zhao
Takaaki Tamura
Shinichi Sakamoto

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1611524

1,531 views

Clinical Trial

Published on 16 Jun 2025

Musical auditory feedback BCI: clinical pilot study of the Encephalophone

in Brain-Computer Interfaces

Thomas A. Deuel
James Wenlock
Alana McGovern
James Rosenthal
Juan Pampin

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1592640

1,434 views

Editorial

Published on 10 Jun 2025

Editorial: Forward and inverse solvers in multi-modal electric and magnetic brain imaging: theory, implementation, and application

in Brain-Computer Interfaces

Takfarinas Medani
Sampsa Pursiainen
Maria-Carla Piastra
Johannes Vorwerk
Richard M. Leahy

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1629489

1,313 views

Original Research

Published on 04 Jun 2025

Hybrid brain-computer interface using error-related potential and reinforcement learning

in Brain-Computer Interfaces

Aline Xavier Fidêncio
Felix Grün
Christian Klaes
Ioannis Iossifidis

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1569411

2,132 views