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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

Showing 76100 of 252 papers

TitleStatusHype
Few-Shot Relation Learning with Attention for EEG-based Motor Imagery Classification0
An Improved EEG Acquisition Protocol Facilitates Localized Neural Activation0
Effective Correlates of Motor Imagery Performance based on Default Mode Network in Resting-State0
AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding0
Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure0
Classification of EEG Motor Imagery Using Deep Learning for Brain-Computer Interface Systems0
A New Method for Features Normalization in Motor Imagery Few-Shot Learning using Resting-State0
Evaluating a Semi-Autonomous Brain-Computer Interface Based on Conformal Geometric Algebra and Artificial Vision0
Adaptive Subspace Sampling for Class Imbalance Processing-Some clarifications, algorithm, and further investigation including applications to Brain Computer Interface0
EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals Classification0
EEG Foundation Models for BCI Learn Diverse Features of Electrophysiology0
EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification0
Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces0
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing0
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks0
EEGEncoder: Advancing BCI with Transformer-Based Motor Imagery Classification0
CATVis: Context-Aware Thought Visualization0
Effect of Simulated Space Conditions on functional Connectivity0
Electrocorticographic Dynamics Predict Visually Guided Motor Imagery of Grasp Shaping0
Emotion-robust EEG Classification for Motor Imagery0
End-to-End Deep Transfer Learning for Calibration-free Motor Imagery Brain Computer Interfaces0
End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax0
Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace0
Enhancing Computational Efficiency of Motor Imagery BCI Classification with Block-Toeplitz Augmented Covariance Matrices and Siegel Metric0
A Dynamic Domain Adaptation Deep Learning Network for EEG-based Motor Imagery Classification0
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