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Yuan Si's Projects

arl-eegmodels icon arl-eegmodels

This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow

bci-challenge-ner-2015 icon bci-challenge-ner-2015

Code and documentation for the winning solution to the BCI Challenge @ NER 2015 : https://www.kaggle.com/c/inria-bci-challenge

brainon-an-online-brain-computer-interface-bci-framework icon brainon-an-online-brain-computer-interface-bci-framework

This BrainOn project, which was developed in python with multi-threading concurrency programming, is aimed to create an online brain-computer interface (BCI) framework for feature modulation and processing, allowing researchers to develop their own online experiment programs easily and quickly.

dreamdiffusion icon dreamdiffusion

Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”

drl icon drl

Code for paper "Decoupling Representation Learning for Imbalanced Electroencephalography Classification in Rapid Serial Visual Presentation Task”

eegnex icon eegnex

About Open source code of paper: Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX

gcmi icon gcmi

Functions for calculating mutual information and other information theoretic quantities using a parametric Gaussian copula.

hdca icon hdca

Hierarchical Discriminant Component Analysis for EEG-based brain-computer interfaces

metabci icon metabci

MetaBCI: China’s first open-source platform for non-invasive brain computer interface. The project of MetaBCI is led by Prof. Minpeng Xu from Tianjin University, China.

mine icon mine

A pytorch implementation of MINE(Mutual Information Neural Estimation)

mtcn icon mtcn

This is the official implementation of the paper titled "Multi-Task Collaborative Network: Bridge the Supervised and Self-Supervised Learning for EEG Classification in RSVP tasks".

pyriemann icon pyriemann

Machine learning for multivariate data analysis through the Riemannian geometry of symmetric or Hermitian positive definite matrices in Python

rethinking-methods-inner-speech icon rethinking-methods-inner-speech

Code to reproduce the original work of: Rethinking the Methods and Algorithms for Inner Speech Decoding - and Making them Reproducible by F. Simistira-Liwicki et al

rsvp_psychopy icon rsvp_psychopy

Implementation of Rapid Serial Visual Presentation(RSVP) paradigm with Psychopy in Python.

selector icon selector

遗传算法、禁忌搜索、模拟退火、蚁群算法

visbci icon visbci

Pytorch codes of our paper "Improving Cross-State and Cross-Subject Visual ERP-based BCI with Temporal Modeling and Adversarial Training"

xdawn_filter icon xdawn_filter

The implementation of xDAWN method for spatial filtering

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