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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
CLEAN-MI: A Scalable and Efficient Pipeline for Constructing High-Quality Neurodata in Motor Imagery Paradigm—0
Enhancing Computational Efficiency of Motor Imagery BCI Classification with Block-Toeplitz Augmented Covariance Matrices and Siegel Metric—0
Classifying Single-Trial EEG during Motor Imagery with a Small Training Set—0
A Parametric Time Frequency-Conditional Granger Causality Method Using Ultra-regularized Orthogonal Least Squares and Multiwavelets for Dynamic Connectivity Analysis in EEGs—0
Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace—0
End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax—0
Classification of Upper Arm Movements from EEG signals using Machine Learning with ICA Analysis—0
End-to-End Deep Transfer Learning for Calibration-free Motor Imagery Brain Computer Interfaces—0
Feature Learning from Incomplete EEG with Denoising Autoencoder—0
Emotion-robust EEG Classification for Motor Imagery—0
An intertwined neural network model for EEG classification in brain-computer interfaces—0
A Generative System for Robot-to-Human Handovers: from Intent Inference to Spatial Configuration Imagery—0
A Computationally Efficient Multiclass Time-Frequency Common Spatial Pattern Analysis on EEG Motor Imagery—0
3D-CLMI: A Motor Imagery EEG Classification Model via Fusion of 3D-CNN and LSTM with Attention—0
Electrocorticographic Dynamics Predict Visually Guided Motor Imagery of Grasp Shaping—0
Effect of Simulated Space Conditions on functional Connectivity—0
Effective Correlates of Motor Imagery Performance based on Default Mode Network in Resting-State—0
From Electrode to Global Brain: Integrating Multi- and Cross-Scale Brain Connections and Interactions Under Cross-Subject and Within-Subject Scenarios—0
An Improved EEG Acquisition Protocol Facilitates Localized Neural Activation—0
Gaze-contingent decoding of human navigation intention on an autonomous wheelchair platform—0
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks—0
Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure—0
GET: A Generative EEG Transformer for Continuous Context-Based Neural Signals—0
EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification—0
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