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

Identification of patients with carotid stenosis using natural language processing

(2020) Xiao Wu et al.   EUROPEAN RADIOLOGY

Hyperscanning: A Valid Method to Study Neural Inter-brain Underpinnings of Social Interaction

(2020) Artur Czeszumski et al.   Frontiers in Human Neuroscience

EEG Studies on Physical Discomforts Induced by Virtual Reality Gaming

(2020) Jaeseok Heo et al.   Journal of Electrical Engineering & Technology

Deep Learning in Physiological Signal Data: A Survey

(2020) Beanbonyka Rim et al.   SENSORS

Effect of motor imagery combined with physical practice on upper limb rehabilitation in children with hemiplegic cerebral palsy

(2020) Deisiane Oliveira Souto et al.   NEUROREHABILITATION

Deep Learning for EEG-Based Preference Classification in Neuromarketing

(2020) Mashael Aldayel et al.   Applied Sciences-Basel

A Novel Simplified Convolutional Neural Network Classification Algorithm of Motor Imagery EEG Signals Based on Deep Learning

(2020) Feng Li et al.   Applied Sciences-Basel

Identification of Salt Deposits on Seismic Images Using Deep Learning Method for Semantic Segmentation

(2020) Aleksandar Milosavljević   ISPRS International Journal of Geo-Information

Deep reinforcement learning for imbalanced classification

(2020) Enlu Lin et al.   APPLIED INTELLIGENCE

A Novel Microwave Treatment for Sleep Disorders and Classification of Sleep Stages Using Multi-Scale Entropy

(2020) Daoshuang Geng et al.   Entropy

A deep CNN approach to decode motor preparation of upper limbs from time–frequency maps of EEG signals at source level

(2020) Nadia Mammone et al.   NEURAL NETWORKS

Mu-Beta event-related (de)synchronization and EEG classification of left-right foot dorsiflexion kinaesthetic motor imagery for BCI

(2020) Madiha Tariq et al.   PLoS One

Motor imagery classification using geodesic filtering common spatial pattern and filter-bank feature weighted support vector machine

(2020) Fei Wang et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

Quadcopter Robot Control Based on Hybrid Brain–Computer Interface System

(2020) Chao Chen et al.   SENSORS AND MATERIALS

Motor imagery EEG recognition based on conditional optimization empirical mode decomposition and multi-scale convolutional neural network

(2020) Xianlun Tang et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Hybrid Asynchronous Brain-Computer Interface Combining SSVEP and EOG Signals

(2020) Yajun Zhou et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Person identification using EEG channel selection with hybrid flower pollination algorithm

(2020) Zaid Abdi Alkareem Alyasseri et al.   PATTERN RECOGNITION

Efficient Heuristic Algorithms for Single-Vehicle Task Planning With Precedence Constraints

(2020) Xiaoshan Bai et al.   IEEE Transactions on Cybernetics

Validating Deep Neural Networks for Online Decoding of Motor Imagery Movements from EEG Signals

(2019) Zied Tayeb et al.   SENSORS

Reduce Calibration Time in Motor Imagery Using Spatially Regularized Symmetric Positives-Definite Matrices Based Classification

(2019) Amardeep Singh et al.   SENSORS

A State-of-the-Art Survey on Deep Learning Theory and Architectures

(2019) Md Zahangir Alom et al.   Electronics

EEG-Based Brain-Computer Interfaces Using Motor-Imagery: Techniques and Challenges

(2019) Natasha Padfield et al.   SENSORS

EEG Classification of Motor Imagery Using a Novel Deep Learning Framework

(2019) Mengxi Dai et al.   SENSORS

Semisupervised Deep Stacking Network with Adaptive Learning Rate Strategy for Motor Imagery EEG Recognition

(2019) Xian-Lun Tang et al.   NEURAL COMPUTATION

Deep learning for Electroencephalogram (EEG) classification tasks: A review

(2019) Alexander Craik et al.   Journal of Neural Engineering

Walking Imagery Evaluation in Brain Computer Interfaces via a Multi-View Multi-Level Deep Polynomial Network

(2019) Baiying Lei et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Efficient Classification of Motor Imagery Electroencephalography Signals Using Deep Learning Methods

(2019) Ikhtiyor Majidov et al.   SENSORS

Convolutional Neural Network Based Approach Towards Motor Imagery Tasks EEG Signals Classification

(2019) Shalu Chaudhary et al.   IEEE SENSORS JOURNAL

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

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

(2019) Dongye Zhao et al.   NEURAL NETWORKS

Feature recognition of motor imaging EEG signals based on deep learning

(2019) Tianwei Shi et al.   Personal and Ubiquitous Computing

Motor Imagery EEG Classification Using Capsule Networks

(2019) Kwon-Woo Ha et al.   SENSORS

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

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

Motor imagery EEG recognition with KNN-based smooth auto-encoder

(2019) Xianlun Tang et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

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

A New Approach for Motor Imagery Classification Based on Sorted Blind Source Separation, Continuous Wavelet Transform, and Convolutional Neural Network

(2019) César J. Ortiz-Echeverri et al.   SENSORS

Application of Continuous Wavelet Transform and Convolutional Neural Network in Decoding Motor Imagery Brain-Computer Interface

(2019) Hyeon Kyu Lee et al.   Entropy

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

Classification of Hand Movements From EEG Using a Deep Attention-Based LSTM Network

(2019) Guangyi Zhang et al.   IEEE SENSORS JOURNAL

Diversity in a signal-to-image transformation approach for EEG-based motor imagery task classification

(2019) Bahar Hatipoglu Yilmaz et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

A CNN-Assisted Enhanced Audio Signal Processing for Speech Emotion Recognition

(2019) Mustaqeem et al.   SENSORS

Dimensionality reduction in evolutionary algorithms-based feature selection for motor imagery brain-computer interface

(2019) Ping Tan et al.   Swarm and Evolutionary Computation

Deep learning for healthcare applications based on physiological signals: A review

(2018) Oliver Faust et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

An automated system for epilepsy detection using EEG brain signals based on deep learning approach

(2018) Ihsan Ullah et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Hybrid Network for ERP Detection and Analysis Based on Restricted Boltzmann Machine

(2018) Jingcong Li et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

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

A Survey of Deep Learning: Platforms, Applications and Emerging Research Trends

(2018) William Grant Hatcher et al.   IEEE Access

A hierarchical semi-supervised extreme learning machine method for EEG recognition

(2018) Qingshan She et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

LSTM-Based EEG Classification in Motor Imagery Tasks

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

A near-end listening enhancement system by RNN-based noise cancellation and speech modification

(2018) Gang Li et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Regularization of deep neural networks with spectral dropout

(2018) Salman H. Khan et al.   NEURAL NETWORKS

Separated channel convolutional neural network to realize the training free motor imagery BCI systems

(2018) Xuyang Zhu et al.   Biomedical Signal Processing and Control

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

A Deep Learning Scheme for Motor Imagery Classification based on Restricted Boltzmann Machines

(2017) Na Lu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Brain-Computer Interface application: auditory serial interface to control a two-class motor-imagery-based wheelchair

(2017) Ricardo Ron-Angevin et al.   Journal of NeuroEngineering and Rehabilitation

Investigation of different classifiers and channel configurations of a mobile P300-based brain–computer interface

(2017) Simone A. Ludwig et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

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

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

Ensemble Classifier for Epileptic Seizure Detection for Imperfect EEG Data

(2015) Khalid Abualsaud et al.   TheScientificWorldJOURNAL

Ensemble Classifier for Epileptic Seizure Detection for Imperfect EEG Data

(2015) Khalid Abualsaud et al.   Scientific World Journal