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Jiacheng Ma's Projects

braindecode icon braindecode

Outdated, see new https://github.com/braindecode/braindecode

brainmagick icon 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.

cognival icon cognival

CogniVal: cognitive word embedding evaluation

eeg-conformer icon eeg-conformer

EEG Transformer 2.0. i. Convolutional Transformer for EEG Decoding. ii. Novel visualization - Class Activation Topography.

readingembedding icon readingembedding

Implementation of "From Word Embedding to Reading Embedding Using Large Language Model, EEG and Eye-tracking"

trca-net icon trca-net

The official code for paper entitled "TRCA-Net: Using TRCA filters to boost the SSVEP classification with convolutional neural network" accepted by the Journal of Neural Engineering

trca-ssvep icon trca-ssvep

Task-related component analysis (TRCA)-based algorithm for detecting steady-state visual evoked potentials (SSVEPs) toward a high-speed brain-computer interface (BCI).

vq-vae icon vq-vae

Minimalist implementation of VQ-VAE in Pytorch

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