Lightweight and Efficient Spiking Neural Networks for EEG-based Motor Imagery Classification

code for paper:Constructing Lightweight and Efficient Spiking Neural Networks for EEG-based Motor Imagery Classification

Requirements

spikinjelly 0.0.0.0.14 pytorch 1.12.1 scikit-learn 1.5.1 scipy 1.13.1

File list

Pipline.py:An example for constructing lightweight and efficient spiking neural networks for EEG-based motor imagery classification

Train_ANN.py:Training LENet under ANN structure

Tset_SNN.py:Convert trained LENet to SNN

model_2a.py:LENet

dataset:s07.mat