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Motor Imagery

Classification of examples recorded under the Motor Imagery paradigm, as part of Brain-Computer Interfaces (BCI).

A number of motor imagery datasets can be downloaded using the MOABB library: motor imagery datasets list

Papers

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Showing 101–125 of 252 papers

TitleStatusHype
Enhancing Motor Imagery Decoding in Brain Computer Interfaces using Riemann Tangent Space Mapping and Cross Frequency Coupling—0
Error-related Potential driven Reinforcement Learning for adaptive Brain-Computer Interfaces—0
Evaluating a Semi-Autonomous Brain-Computer Interface Based on Conformal Geometric Algebra and Artificial Vision—0
Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces—0
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing—0
Factorization Approach for Sparse Spatio-Temporal Brain-Computer Interface—0
Common Spatial Generative Adversarial Networks based EEG Data Augmentation for Cross-Subject Brain-Computer Interface—0
EEGEncoder: Advancing BCI with Transformer-Based Motor Imagery Classification—0
Community Detection from Multiple Observations: from Product Graph Model to Brain Applications—0
Feature Learning from Incomplete EEG with Denoising Autoencoder—0
CATVis: Context-Aware Thought Visualization—0
Feature Selection via Dynamic Graph-based Attention Block in MI-based EEG Signals—0
A SPA-based Manifold Learning Framework for Motor Imagery EEG Data Classification—0
A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces—0
A Dynamic Domain Adaptation Deep Learning Network for EEG-based Motor Imagery Classification—0
EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks—0
Can EEG resting state data benefit data-driven approaches for motor-imagery decoding?—0
FingerNet: EEG Decoding of A Fine Motor Imagery with Finger-tapping Task Based on A Deep Neural Network—0
From Electrode to Global Brain: Integrating Multi- and Cross-Scale Brain Connections and Interactions Under Cross-Subject and Within-Subject Scenarios—0
Graph Neural Network-based EEG Classification: A Survey—0
Gaze-contingent decoding of human navigation intention on an autonomous wheelchair platform—0
EEG-Based Mental Imagery Task Adaptation via Ensemble of Weight-Decomposed Low-Rank Adapters—0
EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer—0
GET: A Generative EEG Transformer for Continuous Context-Based Neural Signals—0
Different factors determining Motor Execution and Motor Imagery performance in a serial reaction time task with intrinsic variability—0
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