This study introduces TFCA-TransNet, a deep learning framework for individual EEG-MI signal classification. It combines FFT-derived features, CNN with Channel Attention, and a Transformer encoder to enhance feature representation, culminating in an efficient classifier with a fully connected layer.
☆21Dec 5, 2025Updated 10 months ago
Alternatives and similar repositories for EEG_research
Users that are interested in EEG_research are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This code repository collects the source code of the representative deep learning-based MI-EEG models and runs a leaderboard to fairly co…☆22May 10, 2026Updated 5 months ago
- Multi-Source Deep Domain Adaptation Ensemble Framework for Cross-Dataset Motor Imagery EEG Transfer Learning☆29May 27, 2024Updated 2 years ago
- Multi-Scale Convolutional Transformer Network for Motor Imagery Brain-Computer Interface☆208Oct 2, 2026Updated 3 weeks ago
- Residual and bidirectional LSTM for epileptic seizure detection☆176Jul 1, 2025Updated last year
- Pipeline of processing and modelisation for the detection of seizure on EEG data (dataset TUH/TUSZ)☆28Feb 17, 2022Updated 4 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Temporal convolutional transformer for EEG based motor imagery decoding☆48Aug 15, 2026Updated 2 months ago
- LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition☆228Mar 18, 2026Updated 7 months ago
- This is the open source code of 《DeepSyncNet:Deep Synchronized Fusion Network for EEG-fNIRS Multimodal Brain-Computer Interfaces》☆20Mar 17, 2026Updated 7 months ago
- A list of papers for motor imagery using machine learning/deep learning.☆87Feb 22, 2021Updated 5 years ago
- ☆31Dec 4, 2024Updated last year
- GGN model for seizure classification (datasets: TUH EEG seizure TUSZ 1.5.2)☆79Nov 10, 2023Updated 2 years ago
- seizure type classification using TUH dataset☆84Sep 17, 2025Updated last year
- Convolutional Channel Modulator for Transformer and LSTM Networks in EEG-based Emotion Recognition☆13Jul 4, 2025Updated last year
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆38May 16, 2025Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Attention temporal convolutional network for EEG-based motor imagery classification☆359Aug 16, 2026Updated 2 months ago
- residual deep cnn and lstm for classifying SEED data☆13May 1, 2023Updated 3 years ago
- A novel graph-temporal model designed for subject-invariant and session-invariant motor imagery EEG (MI-EEG) classification☆12May 24, 2025Updated last year
- ☆12Nov 27, 2022Updated 3 years ago
- A Lightweight and High Performance Neural network for MI-EEG decoding☆43Mar 18, 2025Updated last year
- Brainwave is a state-of-the-art neural decoder that transforms electroencephalogram (EEG) and brain signals into multimodal outputs inclu…☆14Oct 6, 2025Updated last year
- Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析，使用python…☆41May 11, 2025Updated last year
- ☆13Jan 25, 2024Updated 2 years ago
- A Julia integrative package for EEG data analysis and machine learning☆12Sep 16, 2026Updated last month
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Load XDF files in Julia☆12Jun 23, 2026Updated 4 months ago
- 智能分类垃圾桶项目说明+源码+ppt☆15Mar 16, 2023Updated 3 years ago
- NeurIPS2022: Code for ATD, Sleep-EDF, HAR,PTB-XL, MGH data processing☆19Nov 28, 2022Updated 3 years ago
- ANN4EEG is a convolutional neural network toolkit for EEG-mediated drug-target interaction prediction. This approach for drug-target inte…☆13Feb 15, 2024Updated 2 years ago
- Dual-Branch Convolution Network with Efficient Channel Attention for EEG-Based Motor Imagery Classification☆18Aug 19, 2024Updated 2 years ago
- ☆16May 12, 2025Updated last year
- Generate neural art images similar to MidJourney directly from your brain data. Compatible with Emotiv Epoch X (14 channels). Open source…☆14Mar 8, 2025Updated last year
- 🧠🔥 Adaptive and inclusive neurotech platform for real-time multimodal data — born from the Olympic flame project.☆14Jun 3, 2026Updated 4 months ago
- [WACV 2026] Low-Rank Expert Merging for Multi-Source Domain Adaptation in Person Re-Identification☆12Feb 5, 2026Updated 8 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Emotion Recogniton LSTM RNN Arousal Valence☆65Mar 2, 2023Updated 3 years ago
- A deep learning classification of EEG signals with a 1D diffusion model for synthetic EEG data☆11Jun 24, 2024Updated 2 years ago
- This project will determine and document a core, "Initial Public Health Case Report" standard for use in reporting from Electronic Health…☆11Sep 22, 2026Updated last month
- P300 Classification for EEG-based BCI system with Bayes LDA, SVM, LassoGLM and a Deep CNN methods☆13Sep 5, 2022Updated 4 years ago
- ATHENA (Automatic Toolbox for Handling Experimental Neural Analysis)☆10Apr 10, 2022Updated 4 years ago
- ☆20Jun 5, 2024Updated 2 years ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆285Sep 26, 2023Updated 3 years ago