A lightweight and accurate double-branch neural network for four-class motor imagery classification

EEG-inception: an accurate and robust end-to-end neural network for EEG-based motor imagery classification

(2021) Ce Zhang et al.   Journal of Neural Engineering

A novel decoding method for motor imagery tasks with 4D data representation and 3D convolutional neural networks

(2021) Ming-ai Li et al.   Journal of Neural Engineering

Robotic hand augmentation drives changes in neural body representation

(2021) Paulina Kieliba et al.   Science Robotics

A channel-mixing convolutional neural network for motor imagery EEG decoding and feature visualization

(2021) Weifeng Ma et al.   Biomedical Signal Processing and Control

Electroencephalography-based motor imagery classification using temporal convolutional network fusion

(2021) Yazeed K. Musallam et al.   Biomedical Signal Processing and Control

A novel multi-scale convolutional neural network for motor imagery classification

(2021) Mouad Riyad et al.   Biomedical Signal Processing and Control

A brain-computer interface that evokes tactile sensations improves robotic arm control

(2021) Sharlene N. Flesher et al.   SCIENCE

Brain-Controlled Robotic Arm System Based on Multi-Directional CNN-BiLSTM Network Using EEG Signals

(2020) Ji-Hoon Jeong et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Interpretable and lightweight convolutional neural network for EEG decoding: Application to movement execution and imagination

(2020) Davide Borra et al.   NEURAL NETWORKS

BCI for stroke rehabilitation : motor and beyond

(2020) Ravikiran Mane et al.   Journal of Neural Engineering

A hybrid brain-computer interface for closed-loop position control of a robot arm

(2020) Arnab Rakshit et al.   IEEE-CAA Journal of Automatica Sinica

Deep learning for motor imagery EEG-based classification: A review

(2020) Ali Al-Saegh et al.   Biomedical Signal Processing and Control

Hybrid deep neural network using transfer learning for EEG motor imagery decoding

(2020) Ruilong Zhang et al.   Biomedical Signal Processing and Control

Brain-Computer Interface-Based Soft Robotic Glove Rehabilitation for Stroke

(2020) Nicholas Cheng et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Feature extraction of four-class motor imagery EEG signals based on functional brain network

(2019) Qingsong Ai et al.   Journal of Neural Engineering

Efficient Classification of Motor Imagery Electroencephalography Signals Using Deep Learning Methods

(2019) Ikhtiyor Majidov et al.   SENSORS

A Channel-Projection Mixed-Scale Convolutional Neural Network for Motor Imagery EEG Decoding

(2019) Yang Li et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Deep learning-based electroencephalography analysis: a systematic review

(2019) Yannick Roy et al.   Journal of Neural Engineering

Learning joint space–time–frequency features for EEG decoding on small labeled data

(2019) Dongye Zhao et al.   NEURAL NETWORKS

HS-CNN: A CNN with hybrid convolution scale for EEG motor imagery classification

(2019) Guanghai Dai et al.   Journal of Neural Engineering

Convolutional neural networks for decoding of covert attention focus and saliency maps for EEG feature visualization

(2019) Amr Farahat et al.   Journal of Neural Engineering

A Multi-Branch 3D Convolutional Neural Network for EEG-Based Motor Imagery Classification

(2019) Xinqiao Zhao et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Deep Learning for EEG motor imagery classification based on multi-layer CNNs feature fusion

(2019) Syed Umar Amin et al.   Future Generation Computer Systems-The International Journal of eScience

A multi-class EEG-based BCI classification using multivariate empirical mode decomposition based filtering and Riemannian geometry

(2018) Pramod Gaur et al.   EXPERT SYSTEMS WITH APPLICATIONS

EEGNet: a compact convolutional neural network for EEG-based brain--computer interfaces

(2018) Vernon Lawhern et al.   Journal of Neural Engineering

Deep learning with convolutional neural networks for EEG decoding and visualization

(2017) Robin Tibor Schirrmeister et al.   HUMAN BRAIN MAPPING

High-resolution time–frequency representation of EEG data using multi-scale wavelets

(2017) Yang Li et al.   INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE

Separable Common Spatio-Spectral Patterns for Motor Imagery BCI Systems

(2016) Amirhossein S. Aghaei et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Adaptive learning with covariate shift-detection for motor imagery-based brain–computer interface

(2015) Haider Raza et al.   SOFT COMPUTING

ID Proof on the Go: Development of a Mobile EEG-Based Biometric Authentication System

(2013) Juris Klonovs et al.   IEEE Vehicular Technology Magazine

Multiclass Filters by a Weighted Pairwise Criterion for EEG Single-Trial Classification

(2011) Haixian Wang   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms

(2010) Fabien Lotte et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING