EEG Motor Imagery Classification Using CNN, Transformer, and MLP
☆37Jul 29, 2025Updated last year
Alternatives and similar repositories for eeg-motor-imagery-classification
Users that are interested in eeg-motor-imagery-classification are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- The final project for ECE C147/C247, which evaluates the performance of CNN + Transformer and CNN + GRU + SimpleRNN models on an EEG data…☆13Mar 29, 2023Updated 3 years ago
- 使用Transformer和CNN网络对脑电运动进行分类☆14May 5, 2023Updated 3 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆199May 10, 2025Updated last year
- eeg based emotion classification transformer on DEAP data set☆14Feb 26, 2022Updated 4 years ago
- A Lightweight and High Performance Neural network for MI-EEG decoding☆43Mar 18, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- PyTorch code for "Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training"☆22Feb 14, 2024Updated 2 years ago
- The codes that I implemented during my B.Sc. project.☆22Feb 17, 2022Updated 4 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆244May 20, 2024Updated 2 years ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆34Aug 30, 2023Updated 3 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆53Apr 16, 2021Updated 5 years ago
- DDGCNN for ssvep☆15Dec 6, 2023Updated 2 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…☆12Jun 26, 2023Updated 3 years ago
- BrainVision EEG data classification using the MNE, Keras and the scikit-learn libraries.☆15Mar 24, 2023Updated 3 years ago
- Deep Learning with EEG.☆27Oct 11, 2025Updated last year
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- EEG motor imagery classification using convolutional neural networks☆43Mar 25, 2023Updated 3 years ago
- Unofficial implementation of EEGformer in pytorch☆24Oct 10, 2024Updated 2 years ago
- Sleep stage classification using Gradient Boosted Classifier☆10Dec 12, 2023Updated 2 years ago
- ☆12Jun 24, 2019Updated 7 years ago
- This repository provides a comprehensive pipeline for analyzing motor imagery EEG data using MNE-Python and PyTorch.☆40Jun 5, 2025Updated last year
- [TNSRE 23] EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆769Jul 24, 2024Updated 2 years ago
- CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification☆452Mar 21, 2026Updated 7 months ago
- Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆38Oct 25, 2021Updated 5 years ago
- Motor execution (ME)/motor imagery (MI) cross-task adaptive transfer learning algorithm for MI EEG decoding☆19Nov 15, 2023Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- EEG-MI signal classification DL model.☆14Apr 26, 2024Updated 2 years ago
- 运动想象分类模型---ATCNet，源代码融合了关于EEGNet,DeepConvNet,ShallowConvNet等多种典型模型作对比☆30Feb 6, 2023Updated 3 years ago
- Deep Learning pipeline for motor-imagery classification.☆64Jan 9, 2022Updated 4 years ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆359Aug 16, 2026Updated 2 months ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Jun 19, 2023Updated 3 years ago
- ☆16Jun 11, 2026Updated 4 months ago
- EEGLAB-compatible analysis software for manual / visual sleep stage scoring, signal processing and event marking of polysomnographic (PSG…☆25Sep 11, 2026Updated last month
- This MATLAB code implements the binary Grass hopper optimization algorithm to select the features and train with KNN☆12Apr 3, 2019Updated 7 years ago
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆38May 16, 2025Updated last year
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆13Nov 2, 2020Updated 5 years ago
- ☆22Aug 10, 2023Updated 3 years ago
- A python package to process Apple Watch ECG data☆13Jan 12, 2026Updated 9 months ago
- End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)☆105May 30, 2025Updated last year
- AdaCE implementation☆12May 12, 2026Updated 5 months ago
- For test☆12May 28, 2024Updated 2 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆12Nov 13, 2023Updated 2 years ago