A multiscale siamese convolutional neural network with cross-channel fusion for motor imagery decoding

A Temporal–Spatial Deep Learning Approach for Driver Distraction Detection Based on EEG Signals

(2021) Guofa Li et al.   IEEE Transactions on Automation Science and Engineering

A Bayesian Shared Control Approach for Wheelchair Robot With Brain Machine Interface

(2020) Xiaoyan Deng et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

On the use of pairwise distance learning for brain signal classification with limited observations

(2020) David Calhas et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

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

Few-Shot Learning approach for plant disease classification using images taken in the field

(2020) David Argüeso et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Motor imagery EEG classification based on flexible analytic wavelet transform

(2020) Yang You et al.   Biomedical Signal Processing and Control

MI-EEGNET: A novel Convolutional Neural Network for motor imagery classification

(2020) Mouad RIYAD et al.   JOURNAL OF NEUROSCIENCE METHODS

A penalized time-frequency band feature selection and classification procedure for improved motor intention decoding in multichannel EEG

(2019) Victoria Peterson et al.   Journal of Neural Engineering

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

A novel hybrid deep learning scheme for four-class motor imagery classification

(2019) Zhang Ruilong et al.   Journal of Neural Engineering

Class discrepancy-guided sub-band filter-based common spatial pattern for motor imagery classification

(2019) Jing Luo et al.   JOURNAL OF NEUROSCIENCE METHODS

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

(2019) Guanghai Dai 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

Filter Bank Regularized Common Spatial Pattern Ensemble for Small Sample Motor Imagery Classification

(2018) Sang-Hoon Park et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Commanding a Brain-Controlled Wheelchair Using Steady-State Somatosensory Evoked Potentials

(2018) Keun-Tae Kim et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Hedging Deep Features for Visual Tracking

(2018) Yuankai Qi et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

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

Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks

(2018) Siavash Sakhavi et al.   IEEE Transactions on Neural Networks and Learning Systems

Temporally Constrained Sparse Group Spatial Patterns for Motor Imagery BCI

(2018) Yu Zhang et al.   IEEE Transactions on Cybernetics

A New Method to Generate Artificial Frames Using the Empirical Mode Decomposition for an EEG-Based Motor Imagery BCI

(2018) Josep Dinarès-Ferran et al.   Frontiers in Neuroscience

LSTM-Based EEG Classification in Motor Imagery Tasks

(2018) Ping Wang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Classification of multiple motor imagery using deep convolutional neural networks and spatial filters

(2018) Brenda E. Olivas-Padilla et al.   APPLIED SOFT COMPUTING

Deep learning with convolutional neural networks for EEG decoding and visualization

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

Decoding Upper Limb Movement Attempt From EEG Measurements of the Contralesional Motor Cortex in Chronic Stroke Patients

(2017) Javier M. Antelis et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

The extraction of motion-onset VEP BCI features based on deep learning and compressed sensing

(2017) Teng Ma et al.   JOURNAL OF NEUROSCIENCE METHODS

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A novel deep learning approach for classification of EEG motor imagery signals

(2016) Yousef Rezaei Tabar et al.   Journal of Neural Engineering

EEG signal classification for BCI applications by wavelets and interval type-2 fuzzy logic systems

(2015) Thanh Nguyen et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Dynamically Optimized SSVEP Brain–Computer Interface (BCI) Speller

(2015) Erwei Yin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

EEG-Based Attention Tracking During Distracted Driving

(2015) Yu-Kai Wang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Regularized Common Spatial Pattern With Aggregation for EEG Classification in Small-Sample Setting

(2010) Haiping Lu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Driver Drowsiness Classification Using Fuzzy Wavelet-Packet-Based Feature-Extraction Algorithm

(2010) R N Khushaba et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Single-trial analysis and classification of ERP components — A tutorial

(2010) Benjamin Blankertz et al.   NEUROIMAGE