2024 캡스턴 프로젝트 개발 저장소 with Flutter and Time Series Deeplearning
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Updated
Mar 27, 2024
2024 캡스턴 프로젝트 개발 저장소 with Flutter and Time Series Deeplearning
Updated and moderized Fork of "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"
Comparison of Different Input Channels in Deep Automatic Sleep Staging
Class wrapper of the yasa package to detect drowsiness/sleep phase using EEG data
MATLAB codes for reproducing the paper "A New Post-Processing Method Using Latent Structure Influence Models for Channel Fusion in Automatic Sleep Staging"
A sample MATLAB codes for performing sleep staging
A lightweight version of the Sleep module of the Visbrain package
Enhancing Sleep Stage Classification Performance Using Transformer-Based Approach with OOD Method Integration
Neural-networks based sleep staging in tensorflow, and evalutation with Fourier-transform based surrogates.
EEGLAB-compatible analysis software for manual / visual sleep stage scoring, signal processing and event marking of polysomnographic (PSG) data for MATLAB.
Official implementation of "A Knowledge Distillation Framework for Enhancing Ear-EEG based Sleep Staging with Scalp-EEG Data"
Sleep staging from ECG, assisted with EEG
Notebooks for training the classifier of YASA sleep staging
ICLR 2023 paper - ManyDG - Dataset processing and mode codes
This is an official implementation for "Intra- and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG".
Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"
[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation
[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"
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