Official implementation of 'Adapting to Inter-Subject Variability in EEG-Based Motor Imagery Classification with Meta-Learning' (ICLR 2023). Our meta-learning approach is compared to transfer learning in terms of accuracy after few-shot fine-tuning on new subjects for EEG-based motor imagery classification.
☆18Jun 11, 2023Updated 2 years ago
Alternatives and similar repositories for iclr2023-meta-learning-eeg-mi-classification
Users that are interested in iclr2023-meta-learning-eeg-mi-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:
- 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
- ☆11Sep 21, 2024Updated last year
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Nov 13, 2023Updated 2 years ago
- Code accompanying The Promise of Deep Learning for BCIs: Classification of Motor Imagery EEG using Convolutional Neural Network☆12Jan 4, 2022Updated 4 years ago
- Source code for self-supervised EEG data transfer learning☆15Feb 9, 2022Updated 4 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.
- This is the PyTorch implementation of the FBMSNet architecture for EEG-MI classification.☆42Aug 20, 2023Updated 2 years ago
- EEG-Based Alzheimer’s Disease Recognition Using Robust-PCA and LSTM Recurrent Neural Network☆14Apr 12, 2023Updated 3 years ago
- Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts".…☆19Jul 12, 2023Updated 2 years ago
- Different methods(STFT, CWT) transform EEG signal into image visualization☆16Jan 11, 2021Updated 5 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 4 years ago
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆23Jul 12, 2023Updated 2 years ago
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆36May 16, 2025Updated last year
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆31Aug 30, 2020Updated 5 years ago
- This is the code of the paper "Federated Transfer Learning for EEG Signal Classification" published in IEEE EMBS 2020 (42nd Annual Inter…☆108Jun 4, 2023Updated 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.
- Transfer Learning☆10Aug 3, 2018Updated 7 years ago
- An EEG dichotomy program file , using CSP and SVM.☆28Jun 27, 2020Updated 5 years ago
- ☆41May 28, 2024Updated 2 years ago
- Python implementation of the CSP algorithm☆11Mar 24, 2022Updated 4 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆43Jan 27, 2021Updated 5 years ago
- Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals☆12Oct 26, 2022Updated 3 years ago
- [KBS 2025] Time-Frequency Transform Based Cross-Subject EEG Data Augmentation☆19Feb 3, 2026Updated 3 months ago
- Matlab source code of the paper "D. Wu, X. Jiang, R. Peng, W. Kong, J. Huang and Z. Zeng, Transfer Learning for Motor Imagery Based Brain…☆73Apr 23, 2023Updated 3 years ago
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆20Sep 8, 2022Updated 3 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)☆105May 30, 2025Updated last year
- Synergistic information via data disclosure.☆11Mar 29, 2024Updated 2 years ago
- Python package for computing partial information decomposition.☆13Mar 15, 2019Updated 7 years ago
- Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆38Oct 25, 2021Updated 4 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆40Jul 29, 2023Updated 2 years ago
- Improving performance of motor imagery classification using variational-autoencoder and synthetic EEG signals☆50Nov 25, 2024Updated last year
- Differential entropy features of EEG dataset☆13Mar 28, 2023Updated 3 years ago
- t-sne vizualization python implementation☆12Oct 21, 2016Updated 9 years ago
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆37Apr 22, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10May 1, 2022Updated 4 years ago
- “Predicting Alzheimer Disease Using Machine Learning Algorithms”. This project shows the implementation of a different machine learning …☆11Jul 30, 2020Updated 5 years ago
- Manifold Embedded Knowledge Transfer for Brain-Computer Interfaces (MEKT)☆47Feb 1, 2021Updated 5 years ago
- Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition☆41Jun 3, 2020Updated 5 years ago
- Manim animations for Youtube and teaching☆10Mar 11, 2025Updated last year
- Interview preparation☆11Jul 16, 2020Updated 5 years ago
- A MATLAB toolbox for classification of motor imagery tasks in EEG-based BCI system with CSP, FB-CSP and BSSFO☆10Sep 19, 2022Updated 3 years ago