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Kaleigh's Projects

attnsleep icon attnsleep

[IEEE TNSRE] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

ccrrsleepnet icon ccrrsleepnet

CCRRSleepNet: A Hybrid Relational Inductive Biases Network for Automatic Sleep Stage Classification on Raw Single-Channel EEG

metasleeplearner icon metasleeplearner

Meta-Learning for EEG, Sleep Staging, Transfer Learning, Pre-trained EEG, PSG datasets (IEEE Journal of Biomedical and Health Informatics)

multichannelsleepnet icon multichannelsleepnet

[IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"

sleep-apnea icon sleep-apnea

Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier transforms.

sleep_staging_shhs icon sleep_staging_shhs

Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"

sleepeegnet icon sleepeegnet

SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach

tinysleepnet icon tinysleepnet

TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo from The Faculty of ICT, Mahidol University and Imperial College London respectively

tsleep icon tsleep

Automated Sleep Stage Scoring using Deep Learing

u-time icon u-time

U-Time: A Fully Convolutional Network for Time Series Segmentation

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