KCS-FCnet: Kernel Cross-Spectral Functional Connectivity Network for EEG-Based Motor Imagery Classification

Motor imagery training to improve language processing: What are the arguments?

(2023) Mariam Bayram et al.   Frontiers in Human Neuroscience

Image-Based Learning Using Gradient Class Activation Maps for Enhanced Physiological Interpretability of Motor Imagery Skills

(2022) Diego F. Collazos-Huertas et al.   Applied Sciences-Basel

Evaluating the Modulation of the Acoustic Startle Reflex in Children and Adolescents via Vertical EOG and EEG: Sex, Age, and Behavioral Effects

(2022) Anastasios E. Giannopoulos et al.   Frontiers in Neuroscience

Classification of motor imagery EEG using deep learning increases performance in inefficient BCI users

(2022) Navneet Tibrewal et al.   PLoS One

Subject-Dependent Artifact Removal for Enhancing Motor Imagery Classifier Performance under Poor Skills

(2022) Mateo Tobón-Henao et al.   SENSORS

Motor Imagery Analysis from Extensive EEG Data Representations Using Convolutional Neural Networks

(2022) Vicente A. Lomelin-Ibarra et al.   SENSORS

Convolutional neural network and riemannian geometry hybrid approach for motor imagery classification

(2022) Chang Gao et al.   NEUROCOMPUTING

Physics-Informed Attention Temporal Convolutional Network for EEG-Based Motor Imagery Classification

(2022) Hamdi Altaheri et al.   IEEE Transactions on Industrial Informatics

Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification

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

A Comprehensive Review on Critical Issues and Possible Solutions of Motor Imagery Based Electroencephalography Brain-Computer Interface

(2021) Amardeep Singh et al.   SENSORS

Conceptual and empirical comparison of dimensionality reduction algorithms (PCA, KPCA, LDA, MDS, SVD, LLE, ISOMAP, LE, ICA, t-SNE)

(2021) Farzana Anowar et al.   Computer Science Review

Electroencephalography-based motor imagery classification using temporal convolutional network fusion

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

Deep and Wide Transfer Learning with Kernel Matching for Pooling Data from Electroencephalography and Psychological Questionnaires

(2021) Diego Fabian Collazos-Huertas et al.   SENSORS

High accuracy decoding of motor imagery directions from EEG-based brain computer interface using filter bank spatially regularised common spatial pattern method

(2021) P. Rithwik et al.   Biomedical Signal Processing and Control

Neurofeedback Training Based on Motor Imagery Strategies Increases EEG Complexity in Elderly Population

(2021) Diego Marcos-Martínez et al.   Entropy

Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks

(2021) Ji-Seon Bang et al.   IEEE Transactions on Neural Networks and Learning Systems

Enhanced Multiple Instance Representation Using Time-Frequency Atoms in Motor Imagery Classification

(2020) Diego Collazos-Huertas et al.   Frontiers in Neuroscience

Revealing the body in the brain: An ERP method to examine sensorimotor activity during visual perception of body-related information

(2020) Alejandro Galvez-Pol et al.   CORTEX

Functional Electrical Stimulation Controlled by Motor Imagery Brain-Computer Interface for Rehabilitation

(2020) Inchul Choi et al.   Brain Sciences

Adversarial Deep Learning in EEG Biometrics

(2019) Ozan Ozdenizci et al.   IEEE SIGNAL PROCESSING LETTERS

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

Decoding EEG in Motor Imagery Tasks with Graph Semi-Supervised Broad Learning

(2019) She et al.   Electronics

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

Kernel-based dimensionality reduction using Renyi's α -entropy measures of similarity

(2017) A.M. Alvarez-Meza et al.   NEUROCOMPUTING

EEG datasets for motor imagery brain–computer interface

(2017) Hohyun Cho et al.   GigaScience

Optimizing the Channel Selection and Classification Accuracy in EEG-Based BCI

(2011) Mahnaz Arvaneh et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING