Frontiers in Human Neuroscience | Brain-Computer Interfaces

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

256 views

Original Research

Accepted on 14 May 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

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

610 views

Original Research

Accepted on 05 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

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

638 views

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

1,130 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

724 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

617 views

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

619 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

1,325 views

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

949 views

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

873 views

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

1,131 views

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

1,479 views

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

2,136 views

Original Research

Published on 05 Mar 2025

Cognitive load recognition in simulated flight missions: an EEG study

in Brain-Computer Interfaces

Yueying Zhou
Xijia Xu
Daoqiang Zhang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1542774

908 views