xiangzhang1015 / Deep-Learning-for-BCI
Resources for Book: Deep Learning for EEG-based Brain-Computer Interface: Representations, Algorithms and Applications
☆221Updated last year
Alternatives and similar repositories for Deep-Learning-for-BCI:
Users that are interested in Deep-Learning-for-BCI are comparing it to the libraries listed below
- [Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.o…☆293Updated 5 years ago
- EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow☆213Updated 8 months ago
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆176Updated last year
- Steady-state Visual Evoked Potentials (SSVEP) BCI Classification Algorithms on a 12-Class SSVEP Public Dataset☆59Updated last year
- Material for Pybrain 2020 MNE-Python workshop☆130Updated 4 years ago
- Hands-on tutorial on deep learning for EEG classification.☆70Updated 8 months ago
- EEG motor-imagery data analysis using MNE and Pytorch☆31Updated 3 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆100Updated 5 years ago
- Attention temporal convolutional network for EEG-based motor imagery classification☆210Updated last month
- Generate statistical features from Electroencephalographic data☆86Updated 2 years ago
- Deep Learning with Tensor Flow for EEG MNE Epoch Objects☆269Updated 2 years ago
- EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆490Updated 6 months ago
- Some tutorials for students of neuroscience☆108Updated 8 months ago
- Code to accompany our International Joint Conference on Neural Networks (IJCNN) paper entitled - Simulating Brain Signals: Creating Synth…☆66Updated 7 months ago
- Python Brain-Computer Interface Software☆132Updated this week
- ☆130Updated 2 years ago
- Moved to https://github.com/TNTLFreiburg/braindecode!☆60Updated 4 years ago
- Youtube codes☆25Updated last year
- PyPREP: A Python implementation of the Preprocessing Pipeline (PREP) for EEG data☆140Updated last month
- EEG Experiments in Python☆460Updated last month
- The decoding of continuous EEG rhythms during action observation (AO), motor imagery (MI), and motor execution (ME) for standing and sitt…☆38Updated 5 months ago
- GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, da…☆156Updated 4 years ago
- FBCNet: An Efficient Multi-view Convolutional Neural Network for Brain-Computer Interface☆121Updated last year
- [ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii.…☆121Updated last month
- This is a repository for BCI Competition 2008 dataset IV 2a fixed and optimized for python and numpy. This dataset is related with motor …☆130Updated 5 years ago
- Task-related component analysis (TRCA)-based algorithm for detecting steady-state visual evoked potentials (SSVEPs) toward a high-speed b…☆121Updated last year
- Applying Convolutional Neural Networks to EEG signal Analysis☆32Updated 3 years ago
- Implementation of filter bank common spatial pattern (FBCSP) for MI-based BCI in python☆37Updated last year
- ☆73Updated 3 years ago
- Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting (CHIL 2022)☆91Updated 2 years ago