Models#

Motor Imagery#

EEGNet

EEGNet: A Compact Convolutional Neural Network for EEG-based Brain-Computer Interfaces (EEGNet).

DeepConvNet

Deep Learning With Convolutional Neural Networks for EEG Decoding and Visualization (Deep ConvNet).

ShallowConvNet

Deep Learning With Convolutional Neural Networks for EEG Decoding and Visualization (ShallowConvNet).

FBCNet

FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface (FBCNet).

IFNet

IFNet: An Interactive Frequency Convolutional Neural Network for Enhancing Motor Imagery Decoding From EEG (IFNet).

LightConvNet

A Temporal Dependency Learning CNN With Attention Mechanism for MI-EEG Decoding (LightConvNet).

EEGConformer

EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization (EEG Conformer).

MSVTNet

MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding (MSVTNet).

Utils#