A transfer learning-based CNN and LSTM hybrid deep learning model to classify motor imagery EEG signals

Progress in Brain Computer Interface: Challenges and Opportunities

(2021) Simanto Saha et al.   Frontiers in Systems Neuroscience

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

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

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

(2019) Zied Tayeb et al.   SENSORS

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

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

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

Soft Computing-Based EEG Classification by Optimal Feature Selection and Neural Networks

(2019) Muhammad Hamza Bhatti et al.   IEEE Transactions on Industrial Informatics

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

Deep-Learning-Based Image Reconstruction and Enhancement in Optical Microscopy

(2019) Kevin de Haan et al.   PROCEEDINGS OF THE IEEE

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

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

Deep learning for hybrid EEG-fNIRS brain–computer interface: application to motor imagery classification

(2018) Antonio Maria Chiarelli et al.   Journal of Neural Engineering

Data-driven re-referencing of intracranial EEG based on independent component analysis (ICA)

(2018) Sebastian Michelmann et al.   JOURNAL OF NEUROSCIENCE METHODS

Drug-drug interaction extraction from biomedical texts using long short-term memory network

(2018) Sunil Kumar Sahu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Inter-subject transfer learning with end-to-end deep convolutional neural network for EEG-based BCI

(2018) Fatemeh Fahimi et al.   Journal of Neural 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

Error detection and accuracy estimation in automatic speech recognition using deep bidirectional recurrent neural networks

(2017) Atsunori Ogawa et al.   SPEECH COMMUNICATION

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

Event-related (De)synchronization (ERD/ERS) during motor imagery tasks: Implications for brain–computer interfaces

(2011) Yongwoong Jeon et al.   INTERNATIONAL JOURNAL OF INDUSTRIAL ERGONOMICS

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

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

A New Discriminative Common Spatial Pattern Method for Motor Imagery Brain–Computer Interfaces

(2009) K.P. Thomas et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING