Imagery Classification | List of Frontiers open access articles

Original Research

Published on 03 Feb 2023

Motor imagery classification method based on relative wavelet packet entropy brain network and improved lasso

in Neuroprosthetics

Manqing Wang
Hui Zhou
Xin Li
Siyu Chen
Dongrui Gao
Yongqing Zhang

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1113593

3,230 views
8 citations

Brief Research Report

Published on 15 Dec 2022

Analysis of instantaneous brain interactions contribution to a motor imagery classification task

Jorge Humberto Cristancho Cuervo
Jaime F. Delgado Saa
Lácides Antonio Ripoll Solano

Frontiers in Computational Neuroscience

doi 10.3389/fncom.2022.990892

2,534 views
2 citations

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

2,665 views

Original Research

Published on 29 Jun 2017

Relevant Feature Integration and Extraction for Single-Trial Motor Imagery Classification

in Brain Imaging Methods

Lili Li
Guanghua Xu
Feng Zhang
Jun Xie
Min Li

Frontiers in Neuroscience

doi 10.3389/fnins.2017.00371

3,882 views
9 citations

Original Research

Published on 25 Feb 2020

Enhanced Multiple Instance Representation Using Time-Frequency Atoms in Motor Imagery Classification

in Brain Imaging Methods

Diego Collazos-Huertas
Julian Caicedo-Acosta
German A. Castaño-Duque
Carlos D. Acosta-Medina

Frontiers in Neuroscience

doi 10.3389/fnins.2020.00155

4,081 views
13 citations

Methods

Published on 21 Oct 2022

EEG channel selection based on sequential backward floating search for motor imagery classification

in Neuroprosthetics

Chao Tang
Tianyi Gao
Yuanhao Li
Badong Chen

Frontiers in Neuroscience

doi 10.3389/fnins.2022.1045851

6,859 views
24 citations

Original Research

Published on 22 Oct 2021

A Generalizable and Discriminative Learning Method for Deep EEG-Based Motor Imagery Classification

in Brain Imaging Methods

Xiuyu Huang
Nan Zhou
Kup-Sze Choi

Frontiers in Neuroscience

doi 10.3389/fnins.2021.760979

5,366 views
13 citations

Original Research

Published on 13 Dec 2023

Improved motor imagery classification using adaptive spatial filters based on particle swarm optimization algorithm

in Neuroprosthetics

Xiong Xiong
Ying Wang
Tianyuan Song
Jinguo Huang
Guixia Kang

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1303648

3,770 views
10 citations

Brief Research Report

Published on 17 Nov 2021

Electroencephalogram-Based Motor Imagery Classification Using Deep Residual Convolutional Networks

in Brain Imaging Methods

Jing-Shan Huang
Wan-Shan Liu
Bin Yao
Zhan-Xiang Wang
Si-Fang Chen
Wei-Fang Sun

Frontiers in Neuroscience

doi 10.3389/fnins.2021.774857

6,135 views
15 citations

Original Research

Published on 14 Jun 2023

MSATNet: multi-scale adaptive transformer network for motor imagery classification

in Brain Imaging Methods

Lingyan Hu
Weijie Hong
Lingyu Liu

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1173778

4,399 views
26 citations

Original Research

Published on 09 May 2018

Improving Generalization Based on l1-Norm Regularization for EEG-Based Motor Imagery Classification

in Neural Technology

Yuwei Zhao
Jiuqi Han
Yushu Chen
Hongji Sun
Jiayun Chen
Ang Ke
Yao Han
Peng Zhang
Yi Zhang
Jin Zhou

Frontiers in Neuroscience

doi 10.3389/fnins.2018.00272

5,998 views
15 citations

Original Research

Published on 01 Sep 2021

A Novel Two-Stage Refine Filtering Method for EEG-Based Motor Imagery Classification

in Neural Technology

Yuxin Yan
Haifeng Zhou
Lixin Huang
Xiao Cheng
Shaolong Kuang

Frontiers in Neuroscience

doi 10.3389/fnins.2021.657540

5,430 views
14 citations

Original Research

Published on 11 Dec 2020

Parallel Spatial–Temporal Self-Attention CNN-Based Motor Imagery Classification for BCI

in Brain Imaging Methods

Xiuling Liu
Yonglong Shen
Jing Liu
Jianli Yang
Peng Xiong
Feng Lin

Frontiers in Neuroscience

doi 10.3389/fnins.2020.587520

12,755 views
74 citations

Original Research

Published on 05 Dec 2024

A motor imagery classification model based on hybrid brain-computer interface and multitask learning of electroencephalographic and electromyographic deep features

in Computational Physiology and Medicine

Yingyu Cao
Shaowei Gao
Huixian Yu
Zhenxi Zhao
Dawei Zang
Chun Wang

Frontiers in Physiology

doi 10.3389/fphys.2024.1487809

2,404 views
8 citations

Original Research

Published on 09 Jan 2026

AMANet: a data-augmented multi-scale temporal attention convolutional network for motor imagery classification

Shu Wang
Raofen Wang
Liang Chang
Jianzhen Wu
Lingyan Hu

Frontiers in Neurorobotics

doi 10.3389/fnbot.2025.1704111

796 views

Original Research

Published on 28 Mar 2024

Graph neural network based on brain inspired forward-forward mechanism for motor imagery classification in brain-computer interfaces

in Neural Technology

Qiwei Xue
Yuntao Song
Huapeng Wu
Yong Cheng
Hongtao Pan

Frontiers in Neuroscience

doi 10.3389/fnins.2024.1309594

6,096 views
15 citations

Articles

Motor imagery classification method based on relative wavelet packet entropy brain network and improved lasso

Analysis of instantaneous brain interactions contribution to a motor imagery classification task

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

Relevant Feature Integration and Extraction for Single-Trial Motor Imagery Classification

Enhanced Multiple Instance Representation Using Time-Frequency Atoms in Motor Imagery Classification

EEG channel selection based on sequential backward floating search for motor imagery classification

A Generalizable and Discriminative Learning Method for Deep EEG-Based Motor Imagery Classification

Improved motor imagery classification using adaptive spatial filters based on particle swarm optimization algorithm

Electroencephalogram-Based Motor Imagery Classification Using Deep Residual Convolutional Networks

MSATNet: multi-scale adaptive transformer network for motor imagery classification

Improving Generalization Based on l1-Norm Regularization for EEG-Based Motor Imagery Classification

A Novel Two-Stage Refine Filtering Method for EEG-Based Motor Imagery Classification

Parallel Spatial–Temporal Self-Attention CNN-Based Motor Imagery Classification for BCI

A motor imagery classification model based on hybrid brain-computer interface and multitask learning of electroencephalographic and electromyographic deep features

AMANet: a data-augmented multi-scale temporal attention convolutional network for motor imagery classification

Graph neural network based on brain inspired forward-forward mechanism for motor imagery classification in brain-computer interfaces