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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 1–25 of 252 papers

TitleStatusHype
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmarkCode4
CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery ClassificationCode3
Attention-based Graph ResNet for Motor Intent Detection from Raw EEG signalsCode2
Physics-inform attention temporal convolutional network for EEG-based motor imagery classificationCode2
DBConformer: Dual-Branch Convolutional Transformer for EEG DecodingCode2
GCNs-Net: A Graph Convolutional Neural Network Approach for Decoding Time-resolved EEG Motor Imagery SignalsCode2
Multi-scale convolutional transformer network for motor imagery brain-computer interfaceCode2
Neuro-GPT: Towards A Foundation Model for EEGCode2
Federated Transfer Learning for EEG Signal ClassificationCode1
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine InterfacesCode1
ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model InterpretationCode1
Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge DistillationCode1
AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG ClassificationCode1
FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer InterfaceCode1
Fine-Tuning Strategies for Continual Online EEG Motor Imagery Decoding: Insights from a Large-Scale Longitudinal StudyCode1
Deep comparisons of Neural Networks from the EEGNet familyCode1
2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data SetsCode1
EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery ClassificationCode1
Calibration-free online test-time adaptation for electroencephalography motor imagery decodingCode1
Cross Task Neural Architecture Search for EEG Signal ClassificationsCode1
Data augmentation for learning predictive models on EEG: a systematic comparisonCode1
A magnetoencephalography dataset for motor and cognitive imagery-based brain-computer interfaceCode1
EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanismsCode1
EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer InterfacesCode1
Classification of Hand-Grasp Movements of Stroke Patients using EEG DataCode1
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