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.
☆433Updated last year
Alternatives and similar repositories for brainmagick
Users that are interested in brainmagick are comparing it to the libraries listed below
Sorting:
- ☆135Updated 4 months ago
- ☆210Updated 9 months ago
- Exploration on introducing discrete codex and raw wave decoding to realize Brain-to-Text translation.☆169Updated last year
- Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”☆539Updated last year
- Code for the paper "Neuro-GPT: Towards a Foundation Model for EEG"☆164Updated last year
- Code for the paper "A high-performance speech neuroprosthesis"☆155Updated 3 months ago
- code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"☆195Updated 10 months ago
- ☆154Updated 2 months ago
- fMRI-to-image reconstruction on the NSD dataset.☆325Updated 11 months ago
- [ICLR 2024 spotlight] Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI☆356Updated last month
- ☆101Updated 4 years ago
- Using vision-language models to decode natural image perception from non-invasive brain recordings.☆135Updated 3 months ago
- Codes to reproduce the Inner speech Dataset publicated by Nieto et al.☆84Updated 11 months ago
- ☆49Updated 7 months ago
- EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.☆559Updated 9 months ago
- Official repository for the paper "Brain-Diffuser: Natural scene reconstruction from fMRI signals using generative latent diffusion" by F…☆127Updated 2 years ago
- collection of awesome research in brain decoding, including interaction with multi-modalities, theories, and foundation models.☆64Updated 4 months ago
- Decode Neural signal as Speech☆34Updated 7 months ago
- Deep learning software to decode EEG, ECG or MEG signals☆931Updated last week
- [ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii.…☆145Updated 5 months ago
- EEG to Language through LLMs☆51Updated 3 months ago
- ☆100Updated last year
- ☆27Updated 7 months ago
- Official code repository for the paper 'EEGPT: Pretrained Transformer for Universal and Reliable Representation of EEG Signals' [NIPS 202…☆126Updated 6 months ago
- Foundational model for the Neurosity Crown☆64Updated 10 months ago
- EEG2IMAGE: Image Reconstruction from EEG Brain Signals. [ICASSP 2023]☆84Updated last month
- EEGdenoiseNet, a benchmark dataset, that is suited for training and testing deep learning-based EEG denoising models, as well as for comp…☆194Updated last year
- A surface electromyographic (sEMG) touch typing dataset with baselines. https://arxiv.org/abs/2410.20081.☆72Updated last month
- Use DNNs to build encoding models of EEG visual responses.☆80Updated 2 months ago
- Resources for Book: Deep Learning for EEG-based Brain-Computer Interface: Representations, Algorithms and Applications☆240Updated 2 years ago