In AugmentBrain we investigate the performance of different data augmentation methods for the classification of Motor Imagery (MI) data using a Convolutional Neural Network tailored for EEG named EEGNet.
☆22Jun 7, 2021Updated 4 years ago
Alternatives and similar repositories for AugmentBrain
Users that are interested in AugmentBrain 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☆51Nov 25, 2024Updated last year
- EEG motor imagery classification using convolutional neural networks☆43Mar 25, 2023Updated 3 years ago
- ☆17Dec 16, 2024Updated last year
- Benchmark of data augmentations for EEG (code from Rommel, Paillard, Moreau and Gramfort, "Data augmentation for learning predictive mode…☆49Oct 27, 2022Updated 3 years ago
- Submission to the Motor Imagery track of BEETL competition, organized within NeurIPS 2021☆12Sep 8, 2022Updated 3 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- This is the PyTorch implementation of the FBMSNet architecture for EEG-MI classification.☆42Aug 20, 2023Updated 2 years ago
- ☆34Jul 22, 2024Updated last year
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆170Mar 26, 2020Updated 5 years ago
- End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)☆103May 30, 2025Updated 9 months ago
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc …☆30Aug 30, 2020Updated 5 years ago
- Source code for the paper: Sun, Biao, et al. "Graph Convolution Neural Network based End-to-end Channel Selection and Classification for …☆22Dec 18, 2022Updated 3 years ago
- Class to automatic create Convolutional Neural Network in PyTorch☆15Aug 14, 2021Updated 4 years ago
- ECE-GY 9123 Project: GCN-Explain-Net: An Explainable Graph Convolutional Neural Network (GCN) for EEG-based Motor Imagery Classification …☆55May 20, 2021Updated 4 years ago
- GCN with MNE input and preprocessing☆10Sep 27, 2020Updated 5 years ago
- 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.
- Python implementation of the CSP algorithm☆11Mar 24, 2022Updated 4 years ago
- EEG-MI signal classification DL model.☆14Apr 26, 2024Updated last year
- SPD-CNN: A Plain CNN-Based Model Using the Symmetric Positive Definite Matrices for Cross-Subject EEG Classification with Meta-Transfer-L…☆25Sep 22, 2022Updated 3 years ago
- ☆29Dec 4, 2024Updated last year
- Code accompanying The Promise of Deep Learning for BCIs: Classification of Motor Imagery EEG using Convolutional Neural Network☆11Jan 4, 2022Updated 4 years ago
- Motor Imagery EEG Signal Classification Using Random Subspace Ensemble Network☆42Apr 30, 2023Updated 2 years ago
- Graph Convolutional Networks for 4-class EEG Classification☆87Sep 24, 2020Updated 5 years ago
- Using Capsule Network for EEG emotion classification using Digit-Caps model☆11Apr 30, 2023Updated 2 years ago
- Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer [ICPR'22]☆24Jun 7, 2022Updated 3 years ago
- 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☆325Nov 29, 2025Updated 3 months ago
- CNN-Former model with EEG-ME for SSVEP classification (TNSRE)☆16Sep 8, 2024Updated last year
- Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"☆23Nov 7, 2022Updated 3 years ago
- End-to-End EEG Pipeline for cleaning, filtering, ICA, mass-univariate, and decoding analysis using MNE python☆24Jun 28, 2022Updated 3 years ago
- Code for Cross-Task Neural Architecture Search for EEG Signals☆17Mar 7, 2023Updated 3 years ago
- Public EEG-based motor imagery (MI) datasets☆12Feb 1, 2024Updated 2 years ago
- Using DCGAN, WGAN & WGAN-GP in Augmentation of EEG data for BCIs☆14Jan 5, 2022Updated 4 years ago
- Official implementation of 'Adapting to Inter-Subject Variability in EEG-Based Motor Imagery Classification with Meta-Learning' (ICLR 202…☆18Jun 11, 2023Updated 2 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Nov 13, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Self-supervised learning for EEG☆28Sep 2, 2020Updated 5 years ago
- ☆14Sep 3, 2020Updated 5 years ago
- ☆11Nov 27, 2022Updated 3 years ago
- ☆71Dec 10, 2018Updated 7 years ago
- PyTorch code for "Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training"☆19Feb 14, 2024Updated 2 years ago
- ☆22Oct 29, 2019Updated 6 years ago
- Official Repository of 'Transfer learning of an ensemble of DNNs for SSVEP BCI spellers without user-specific training'☆26Sep 22, 2023Updated 2 years ago