FB-CGANet: filter bank channel group attention network for multi-class motor imagery classification

Distinguishable spatial-spectral feature learning neural network framework for motor imagery-based brain–computer interface

(2021) Chang Liu et al.   Journal of Neural Engineering

Motor-Imagery-Based Brain–Computer Interface Using Signal Derivation and Aggregation Functions

(2021) Javier Fumanal-Idocin et al.   IEEE Transactions on Cybernetics

Consensus Features Nested Cross-Validation

(2020) Saeid Parvandeh et al.   BIOINFORMATICS

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

(2020) Davide Borra et al.   NEURAL NETWORKS

Data Augmentation for Deep-Learning-Based Electroencephalography

(2020) Elnaz Lashgari et al.   JOURNAL OF NEUROSCIENCE METHODS

End-to-end sleep staging using convolutional neural network in raw single-channel EEG

(2020) Fan Li et al.   Biomedical Signal Processing and Control

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

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

A Graph-Based Hierarchical Attention Model for Movement Intention Detection from EEG Signals

(2019) Dalin Zhang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A Parallel Multiscale Filter Bank Convolutional Neural Networks for Motor Imagery EEG Classification

(2019) Hao Wu et al.   Frontiers in Neuroscience

Transfer Learning for Brain–Computer Interfaces: A Euclidean Space Data Alignment Approach

(2019) He He et al.   IEEE TRANSACTIONS ON BIOMEDICAL 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

Deep learning with convolutional neural networks for EEG decoding and visualization

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

Kinesthetic motor imagery training modulates frontal midline theta during imagination of a dart throw

(2016) E. Weber et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Performance variation in motor imagery brain–computer interface: A brief review

(2015) Minkyu Ahn et al.   JOURNAL OF NEUROSCIENCE METHODS

Multiclass Brain–Computer Interface Classification by Riemannian Geometry

(2011) A. Barachant et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING