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.
☆17Jun 11, 2023Updated 3 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…☆24Sep 22, 2022Updated 4 years ago
- ☆11Sep 21, 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
- Source Code for "Adaptive Transfer Learning with Deep CNN for EEG Motor Imagery Classification".☆100Jan 11, 2023Updated 3 years ago
- Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification☆45Sep 9, 2023Updated 3 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Code accompanying The Promise of Deep Learning for BCIs: Classification of Motor Imagery EEG using Convolutional Neural Network☆11Jan 4, 2022Updated 4 years ago
- Source code for self-supervised EEG data transfer learning☆14Feb 9, 2022Updated 4 years ago
- This is the PyTorch implementation of the FBMSNet architecture for EEG-MI classification.☆40Aug 20, 2023Updated 3 years ago
- EEG-Based Alzheimer’s Disease Recognition Using Robust-PCA and LSTM Recurrent Neural Network☆14Apr 12, 2023Updated 3 years ago
- ☆13Nov 15, 2022Updated 3 years ago
- Different methods(STFT, CWT) transform EEG signal into image visualization☆15Jan 11, 2021Updated 5 years ago
- Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts".…☆20Jul 12, 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
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆23Jul 12, 2023Updated 3 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.
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆38May 16, 2025Updated last year
- This is the code of the paper "Federated Transfer Learning for EEG Signal Classification" published in IEEE EMBS 2020 (42nd Annual Inter…☆107Jun 4, 2023Updated 3 years ago
- ☆41May 28, 2024Updated 2 years ago
- An EEG dichotomy program file , using CSP and SVM.☆28Jun 27, 2020Updated 6 years ago
- Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatic…☆42Jan 27, 2021Updated 5 years ago
- ☆11Jun 26, 2022Updated 4 years ago
- Official code for "Attention-Based Spatio-Temporal-Spectral Feature Learning for Subject-Specific EEG Classification" paper☆38Oct 25, 2021Updated 4 years ago
- Deep spectral-based shape features for Alzheimer’s Disease classification☆10Jul 31, 2019Updated 7 years 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…☆71Apr 23, 2023Updated 3 years ago
- 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.
- Using Deep Learning techniques to classify Motor Imagery Electroencephalography (EEG) signals☆11Oct 26, 2022Updated 3 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆39Jul 29, 2023Updated 3 years ago
- Offical repository of the paper "EEG-DG:A Multi-Source Domain Generalization Framework for Motor Imagery EEG Classification" .☆36Apr 30, 2025Updated last year
- 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
- PyTorch implementation of Conformer: Convolution-augmented Transformer for Speech Recognition☆18Apr 25, 2021Updated 5 years ago
- Rethinking CNN Architecture for Enhancing Decoding Performance of Motor Imagery-based EEG Signals☆35Apr 22, 2025Updated last year
- Similarity Learning applied to Speaker Verification and Semantic Textual Similarity☆13Apr 8, 2020Updated 6 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.
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆20Sep 8, 2022Updated 4 years ago
- Motor Imagery EEG-BCIs - From 0 to Deep Learning with BCI-IV 2a dataset☆10Oct 25, 2022Updated 3 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☆42Jun 3, 2020Updated 6 years ago
- Data preparation for brain image classification/segmentation using ADNI dataset☆13Dec 28, 2025Updated 9 months ago
- AI, especially Deep Learning, has made breakthroughs in learning from Brain Signals, vital for both Brain Encoding and Decoding. Unlock t…☆17Sep 17, 2025Updated last year
- Developed an best EEG Channel Selection Model Using Technique like MIMR☆10May 1, 2022Updated 4 years ago