Using DCGAN, WGAN & WGAN-GP in Augmentation of EEG data for BCIs
☆13Jan 5, 2022Updated 4 years ago
Alternatives and similar repositories for EEG-GANs
Users that are interested in EEG-GANs are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆50Nov 25, 2024Updated last year
- Official Repository of 'Transfer learning of an ensemble of DNNs for SSVEP BCI spellers without user-specific training'☆27Sep 22, 2023Updated 3 years ago
- In AugmentBrain we investigate the performance of different data augmentation methods for the classification of Motor Imagery (MI) data u…☆22Jun 7, 2021Updated 5 years ago
- Improving BCIs with generative models synthesizing realistic EEG signals. Co-authored research paper: https://arxiv.org/abs/2402.09453☆11Oct 18, 2025Updated 11 months ago
- 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
- 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.
- A Deep Learning Based approach for diagnosis of Schizophrenia using EEG brain recordings☆16Apr 18, 2024Updated 2 years ago
- CNN-Former model with EEG-ME for SSVEP classification (TNSRE)☆16Sep 8, 2024Updated 2 years ago
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆31Aug 30, 2020Updated 6 years ago
- This repo is created to provide some state-of-the-art (SOTA) deep learning-based classifier for SSVEP decoding.☆60Feb 22, 2025Updated last year
- The implementations for NeurIPS 2024 paper "Leveraging Tumor Heterogeneity: Heterogeneous Graph Representation Learning for Cancer Surviv…☆16Jun 11, 2025Updated last year
- Repository storing MATLAB scripts to estimate activations of shoulder muscles using the Rapid Muscle Redundancy (RMR) solver.☆27Feb 26, 2025Updated last year
- Evaluation of Neural Networks for Classifying Electroencephalography (EEG) Data☆11Mar 15, 2022Updated 4 years ago
- This code demonstrates a multi-branch deep neural network approach to tackling the problem of multivariate temporal sequence prediction b…☆14Sep 28, 2020Updated 6 years ago
- PyTorch code for "Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training"☆22Feb 14, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Repo: IEEE TNSRE Article "Modeling EEG data distribution with a Wasserstein Generative Adversarial Network (WGAN) to predict RSVP Events"…☆20Oct 26, 2021Updated 4 years ago
- ☆13Oct 24, 2023Updated 2 years ago
- Various automated MATLAB pipelines for preprocessing EEG☆13Feb 25, 2020Updated 6 years ago
- LSTM Autoencoder that works with variable timesteps☆16Aug 24, 2018Updated 8 years ago
- We propose LightCNN, a lightweight CNN architecture designed for efficient and effective Parkinson's disease classification using EEG dat…☆20Sep 4, 2024Updated 2 years ago
- using unet to reconstruct signal☆45Jun 1, 2023Updated 3 years ago
- FB-tCNN for SSVEP Classification (TNSRE)☆26Jan 5, 2023Updated 3 years ago
- CUDAICA on Windows☆12Oct 16, 2023Updated 2 years ago
- Data augmentation using synthetic data for time series classification with deep residual networks☆10Aug 5, 2019Updated 7 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆18Jun 18, 2024Updated 2 years ago
- A novel spatial multi-modal omics framework, named PRototype-Aware Graph Adaptative aggregation (PRAGA) for spatial multi-modal omics ana…☆20May 29, 2025Updated last year
- End-to-End EEG Pipeline for cleaning, filtering, ICA, mass-univariate, and decoding analysis using MNE python☆24Jun 28, 2022Updated 4 years ago
- ☆20Dec 23, 2025Updated 9 months ago
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆13Nov 2, 2020Updated 5 years ago
- Score-based diffusion method for surface electromyograpny signal denoising☆21Jun 3, 2024Updated 2 years ago
- Class to automatic create Convolutional Neural Network in PyTorch☆15Aug 14, 2021Updated 5 years ago
- ☆30Apr 29, 2022Updated 4 years ago
- ☆21Mar 5, 2021Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- In this project, we propose a CNN-LSTM model to classify single-channel EEG for driver drowsiness detection. We designed a visualization …☆15Nov 21, 2021Updated 4 years ago
- ☆12Jul 7, 2022Updated 4 years ago
- Scripts to convert audio files to spectrograms and back☆12Nov 23, 2017Updated 8 years ago
- Generative adversarial context encoder for audio inpainting☆25Apr 20, 2021Updated 5 years ago
- A python script to simulate an ECG signal☆10Jan 6, 2016Updated 10 years ago
- Comparison of IIR Notch Filter for removal of power line interference in ECG signal using MATLAB 2015a☆11Jan 8, 2020Updated 6 years ago
- Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”☆660Oct 1, 2025Updated last year