Frontiers in Human Neuroscience | Brain-Computer Interfaces

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

2,370 views
1 citation

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

2,370 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

1,964 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

2,528 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

2,211 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

2,780 views
2 citations

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

2,641 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

1,879 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

3,964 views
2 citations

Editorial

Published on 03 Jun 2025

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies, volume II

in Brain-Computer Interfaces

Jean Faber
Vassiliy Tsytsarev
Miguel Pais-Vieira
Tetiana Aksenova

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1619232

1,349 views

Original Research

Published on 21 May 2025

Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification

in Brain-Computer Interfaces

Zhuozheng Wang
Yunlong Wang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1599960

3,558 views
2 citations

Review

Published on 15 May 2025

Guiding principles and considerations for designing a well-structured curriculum for the brain-computer interface major based on the multidisciplinary nature of brain-computer interface

in Brain-Computer Interfaces

Hengyuan Yang
Tianwen Li
Lei Zhao
Yanzhao Wei
Xiaogang Chen
Jiahui Pan
Yunfa Fu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1554266

3,837 views

Original Research

Published on 06 May 2025

Adversarial denoising of EEG signals: a comparative analysis of standard GAN and WGAN-GP approaches

in Brain-Computer Interfaces

Imad Eddine Tibermacine
Samuele Russo
Francesco Citeroni
Giuseppe Mancini
Abdelaziz Rabehi
Amal H. Alharbi
El-Sayed M. El-kenawy
Christian Napoli

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1583342

4,132 views
15 citations

Original Research

Published on 14 Apr 2025

Cross-subject affective analysis based on dynamic brain functional networks

in Brain-Computer Interfaces

Lifeng You
Tianyu Zhong
Erheng He
Xuejie Liu
Qinghua Zhong

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1445763

1,907 views
1 citation

Original Research

Published on 09 Apr 2025

BCI move: exploring pediatric BCI-controlled power mobility

in Brain-Computer Interfaces

Leah Hammond
Danette Rowley
Corinne Tuck
Erica Danielle Floreani
Amy Wieler
Vella Shin-Hyung Kim
Hosein Bahari
John Andersen
Adam Kirton
Eli Kinney-Lang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1456692

3,938 views

Original Research

Published on 08 Apr 2025

Nature documentaries vs. quiet rest: no evidence for an impact on event-related desynchronization during motor imagery and neurofeedback

in Brain-Computer Interfaces

Jennifer Decker
Mareike Daeglau
Catharina Zich
Cornelia Kranczioch

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1539172

2,093 views

Original Research

Published on 07 Apr 2025

Structured noise champagne: an empirical Bayesian algorithm for electromagnetic brain imaging with structured noise

in Brain-Computer Interfaces

Sanjay Ghosh
Chang Cai
Ali Hashemi
Yijing Gao
Stefan Haufe
Kensuke Sekihara
Ashish Raj
Srikantan S. Nagarajan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1386275

2,157 views
1 citation

Editorial

Published on 02 Apr 2025

Editorial: Neuroscience and emotional design

in Brain-Computer Interfaces

Qing-Xing Qu
Vincent G. Duffy

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1591488

2,154 views

Original Research

Published on 02 Apr 2025

Toward brain-computer interface speller with movement-related cortical potentials as control signals

in Brain-Computer Interfaces

José Jesús Hernández-Gloria
Andres Jaramillo-Gonzalez
Andrej M. Savić
Natalie Mrachacz-Kersting

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1539081

3,387 views
1 citation

Original Research

Published on 27 Mar 2025

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

in Brain-Computer Interfaces

Jin Feng
YunDe Li
ZiJun Huang
Yehang Chen
SenLiang Lu
RongLiang Hu
QingHui Hu
YuYao Chen
XiMiao Wang
Yong Fan

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1555690

3,199 views
1 citation

Review

Published on 12 Mar 2025

Comparison metrics and power trade-offs for BCI motor decoding circuit design

in Brain-Computer Interfaces

Joe Saad
Adrian Evans
Ilan Jaoui
Victor Roux-Sibillon
Emmanuel Hardy
Lorena Anghel

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1547074

3,451 views
2 citations

Original Research

Published on 12 Mar 2025

Classifying mental motor tasks from chronic ECoG-BCI recordings using phase-amplitude coupling features

in Brain-Computer Interfaces

Morgane Marzulli
Alexandre Bleuzé
Joe Saad
Felix Martel
Philippe Ciuciu
Tetiana Aksenova
Lucas Struber

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1521491

2,887 views
2 citations

Systematic Review

Published on 06 Mar 2025

Efficacy and safety of brain–computer interface for stroke rehabilitation: an overview of systematic review

in Brain-Computer Interfaces

Jiajun Liu
Yiwei Li
Dongjie Zhao
Lirong Zhong
Yan Wang
Man Hao
Jianxiong Ma

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1525293

12,342 views
10 citations

Original Research

Published on 06 Mar 2025

Brain–computer-interface-driven artistic expression: real-time cognitive visualization in the pangolin scales animatronic dress and screen dress

in Brain-Computer Interfaces

Leonhard Schreiner
Anouk Wipprecht
Ali Olyanasab
Sebastian Sieghartsleitner
Harald Pretl
Christoph Guger

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1516776

7,152 views
4 citations

508 articles

articles

Classification of finger movements through optimal EEG channel and feature selection

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

Editorial: Methods in brain-computer interfaces: 2023

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

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

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

Musical auditory feedback BCI: clinical pilot study of the Encephalophone

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

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

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies, volume II

Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification

Guiding principles and considerations for designing a well-structured curriculum for the brain-computer interface major based on the multidisciplinary nature of brain-computer interface

Adversarial denoising of EEG signals: a comparative analysis of standard GAN and WGAN-GP approaches

Cross-subject affective analysis based on dynamic brain functional networks

BCI move: exploring pediatric BCI-controlled power mobility

Nature documentaries vs. quiet rest: no evidence for an impact on event-related desynchronization during motor imagery and neurofeedback

Structured noise champagne: an empirical Bayesian algorithm for electromagnetic brain imaging with structured noise

Editorial: Neuroscience and emotional design

Toward brain-computer interface speller with movement-related cortical potentials as control signals

Heterogeneous transfer learning model for improving the classification performance of fNIRS signals in motor imagery among cross-subject stroke patients

Comparison metrics and power trade-offs for BCI motor decoding circuit design

Classifying mental motor tasks from chronic ECoG-BCI recordings using phase-amplitude coupling features

Efficacy and safety of brain–computer interface for stroke rehabilitation: an overview of systematic review

Brain–computer-interface-driven artistic expression: real-time cognitive visualization in the pangolin scales animatronic dress and screen dress