Qianli-Wu / EEG_classificationLinks
The final project for ECE C147/C247, which evaluates the performance of CNN + Transformer and CNN + GRU + SimpleRNN models on an EEG dataset.
☆13Updated 2 years ago
Alternatives and similar repositories for EEG_classification
Users that are interested in EEG_classification are comparing it to the libraries listed below
Sorting:
- 使用Transformer和CNN网络对脑电运动进行分类☆14Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆63Updated 2 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Updated 3 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆194Updated 8 months ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39Updated last year
- Clasificación de señales de EEG de imaginación motora y calculo mental con redes neuronales convolucionales y redes neuronales recurrente…☆49Updated 3 years ago
- Parallel Spatial--Temporal Self-attention CNN-based Motor Imagery Classification for BCI☆32Updated 4 years 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 2 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆144Updated 2 years ago
- EEG Motor Imagery Classification Using CNN, Transformer, and MLP☆32Updated 5 months ago
- A CNN + LSTM architecture to predict seizure from EEG data☆49Updated 2 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆55Updated 4 years ago
- Epileptic Seizure Detection on EEG Data based on CHB-MIT database.☆22Updated last year
- An all-in-one EEG feature extraction toobox, including statistical features, Hjorth parameters, entropy, nonlinear features, power spectr…☆49Updated 2 years ago
- Machine learning on the CHB-MIT scalp EEG database☆28Updated 3 years ago
- ☆15Updated 2 years ago
- It is an emotion detection with EEG and ECG signals.☆41Updated 5 years ago
- The project is about applying CNNs to EEG data from CHB-MIT to predict seizure☆125Updated 2 years ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆31Updated 2 years ago
- Using wavelet transform to extract time-frequency features of motor imagery EEG signals, and classify it by convolutional neural network☆113Updated 6 years ago
- code for LMDA☆87Updated 2 years ago
- 基于单通道脑电信号的自动睡眠分期研究(Automatic Sleep Staging Based on EEG Signal using Deep Network)☆34Updated 3 years ago
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆14Updated 5 years ago
- Emotion recognition base on EEG.☆19Updated 2 years ago
- This repository compares typical and advanced modeling approaches for EEG Emotion Recognition.☆30Updated 3 years ago
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆100Updated 3 years ago
- A list of papers for physiological signal classification using machine learning/deep learning.☆245Updated 3 years ago
- ECE-GY 9123 Project: GCN-Explain-Net: An Explainable Graph Convolutional Neural Network (GCN) for EEG-based Motor Imagery Classification …☆54Updated 4 years ago
- ☆23Updated 3 years ago