facebookresearch / brainmagick
Training and evaluation pipeline for MEG and EEG brain signal encoding and decoding using deep learning. Code for our paper "Decoding speech perception from non-invasive brain recordings" published in Nature Machine Intelligence, 2023.
☆418Updated 10 months ago
Alternatives and similar repositories for brainmagick:
Users that are interested in brainmagick are comparing it to the libraries listed below
- ☆119Updated last month
- Exploration on introducing discrete codex and raw wave decoding to realize Brain-to-Text translation.☆161Updated last year
- code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"☆175Updated 6 months ago
- Code for the paper "A high-performance speech neuroprosthesis"☆140Updated 6 months ago
- Code for the paper "Neuro-GPT: Towards a Foundation Model for EEG"☆146Updated 8 months ago
- Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”☆505Updated 11 months ago
- ☆129Updated 4 months ago
- ☆203Updated 5 months ago
- fMRI-to-image reconstruction on the NSD dataset.☆311Updated 7 months ago
- ICLR 2024 spotlight☆288Updated 7 months ago
- Official repository for the paper "Brain-Diffuser: Natural scene reconstruction from fMRI signals using generative latent diffusion" by F…☆114Updated last year
- Mother of All BCI Benchmarks☆727Updated last week
- Deep learning software to decode EEG, ECG or MEG signals☆854Updated this week
- Codes to reproduce the Inner speech Dataset publicated by Nieto et al.☆77Updated 7 months ago
- ☆91Updated 3 years ago
- EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆486Updated 5 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
- Decode Neural signal as Speech☆33Updated 3 months ago
- Resources for Book: Deep Learning for EEG-based Brain-Computer Interface: Representations, Algorithms and Applications☆217Updated last year
- ☆94Updated 9 months ago
- Foundational model for the Neurosity Crown☆55Updated 6 months ago
- Using vision-language models to decode natural image perception from non-invasive brain recordings.☆106Updated 2 months ago
- ☆47Updated 3 months ago
- Code associated with the paper titled "A high-performance neuroprosthesis for speech decoding and avatar control" , published in Nature i…☆64Updated 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
- ☆183Updated 2 years ago
- ☆26Updated 4 months ago
- ☆19Updated 2 months ago
- collection of awesome research in brain decoding, including interaction with multi-modalities, theories, and foundation models.☆49Updated 3 weeks ago
- EEG2IMAGE: Image Reconstruction from EEG Brain Signals. [ICASSP 2023]☆73Updated 9 months ago