zhouxxd999 / Transformer-MSCNN_for_EEGLinks
使用Transformer和CNN网络对脑电运动进行分类
☆13Updated 2 years ago
Alternatives and similar repositories for Transformer-MSCNN_for_EEG
Users that are interested in Transformer-MSCNN_for_EEG are comparing it to the libraries listed below
Sorting:
- The final project for ECE C147/C247, which evaluates the performance of CNN + Transformer and CNN + GRU + SimpleRNN models on an EEG data…☆13Updated 2 years ago
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆48Updated 2 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Updated last year
- code for LMDA☆80Updated last year
- An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…☆42Updated last year
- EEG Motor Imagery Classification Using CNN, Transformer, and MLP☆28Updated last year
- ☆15Updated last year
- Construct a model, which contains channel-attention, CNN, LSTM, self-attention, to classify EEG data;☆11Updated 3 years ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆24Updated last year
- A CNN + LSTM architecture to predict seizure from EEG data☆46Updated 2 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆55Updated 4 years ago
- EEG Data Classification with CNN, LSTM/GRU, and Mixed LSTM Models☆39Updated 5 years ago
- Feature extraction for EEG signals☆28Updated 5 years ago
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆66Updated 2 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆130Updated last year
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10Updated 3 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆19Updated last year
- source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature Extraction for EEG Seizure Detection (IEEE Transactions on Indu…☆56Updated 2 years ago
- 基于小波变换和卷积神经网络的脑电运动成像信号分类☆46Updated 4 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆33Updated last year
- A research repository of deep learning on electroencephalographic (EEG) for Motor imagery(MI), including eeg data processing(visualizatio…☆73Updated 10 months ago
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆57Updated 2 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆71Updated 3 years ago
- Preprocesamiento de BCI Competition IV data set 2a☆11Updated 4 years ago
- ☆36Updated last year
- ☆12Updated last year
- Analysis of Transformer attention in EEG signal classification☆44Updated 9 months ago
- This model replaces the original CompactCNN with a Transformer model. It is designed to classify 1D EEG signals for the purpose of dr…☆12Updated last year
- EEG motor imagery classification using convolutional neural networks☆35Updated 2 years ago
- ☆20Updated last year