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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 201–225 of 252 papers

TitleStatusHype
Preliminary Assessment of hands motor imagery in theta- and beta-bands for Brain-Machine-Interfaces using functional connectivity analysis—0
Transfer Learning for Motor Imagery Based Brain-Computer Interfaces: A Complete PipelineCode1
Attention-based Graph ResNet for Motor Intent Detection from Raw EEG signalsCode2
GCNs-Net: A Graph Convolutional Neural Network Approach for Decoding Time-resolved EEG Motor Imagery SignalsCode2
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine InterfacesCode1
Emotion-robust EEG Classification for Motor Imagery—0
Mu-suppression detection in motor imagery electroencephalographic signals using the generalized extreme value distribution—0
Deep Feature Mining via Attention-based BiLSTM-GCN for Human Motor Imagery Recognition—0
Federated Transfer Learning for EEG Signal ClassificationCode1
Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain--Machine InterfacesCode0
Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 2016—0
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing—0
An Improved EEG Acquisition Protocol Facilitates Localized Neural Activation—0
Few-Shot Relation Learning with Attention for EEG-based Motor Imagery Classification—0
Effective Correlates of Motor Imagery Performance based on Default Mode Network in Resting-State—0
Motor Imagery Classification of Single-Arm Tasks Using Convolutional Neural Network based on Feature Refining—0
Siamese Neural Networks for EEG-based Brain-computer Interfaces—0
Classification of High-Dimensional Motor Imagery Tasks based on An End-to-end role assigned convolutional neural networkCode0
Navigating in Virtual Reality using Thought: The Development and Assessment of a Motor Imagery based Brain-Computer Interface—0
Phase/amplitude synchronization of brain signals during motor imagery BCI tasks—0
Different Set Domain Adaptation for Brain-Computer Interfaces: A Label Alignment ApproachCode1
Evaluating a Semi-Autonomous Brain-Computer Interface Based on Conformal Geometric Algebra and Artificial Vision—0
Adaptive Subspace Sampling for Class Imbalance Processing-Some clarifications, algorithm, and further investigation including applications to Brain Computer Interface—0
A Many Objective Optimization Approach for Transfer Learning in EEG Classification—0
Information Theoretic Feature Transformation Learning for Brain Interfaces—0
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