luciaquirke / sleep-apneaLinks
Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier transforms.
☆22Updated 2 years ago
Alternatives and similar repositories for sleep-apnea
Users that are interested in sleep-apnea are comparing it to the libraries listed below
Sorting:
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 4 years ago
- Code for the paper `A 1D-CNN based deep learning technique for sleep apnea detection in IoT sensors'☆22Updated last year
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆43Updated 8 months ago
- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆17Updated 4 years ago
- This project includes preprocessing of APNEA-ECG database and a LSTM-RNN model for per-segment OSA detection.☆63Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆59Updated 2 years ago
- ☆26Updated 3 years ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆16Updated 2 years ago
- Obstructive Sleep Apnea, OSA, CNN, ECG signal, LeNet5☆62Updated 4 years ago
- A COMPREHENSIVE ANALYSIS OF SLEEP APNEA☆57Updated 3 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39Updated last year
- A Graph Convolutional Network Approach for Depression Detection using EEG based Brain Networks☆27Updated 5 years ago
- Arrhythmia detection using deep convolutional neural network with long duration ECG signals☆25Updated 6 years ago
- CNN, Attention and Transformer based Hybrid Model for ECG Arrhythmia Classification☆39Updated 5 months ago
- 基于单通道脑电信号的自动睡眠分期研究（Automatic Sleep Staging Based on EEG Signal using Deep Network）☆34Updated 2 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆94Updated 3 years ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆26Updated 6 months ago
- The Cross-modal SleepTransformer is a deep learning model designed for sleep stage classification based on multimodal physiological signa…☆26Updated last year
- ☆57Updated 4 years ago
- ☆31Updated 2 years ago
- [IEEE TCYB] Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework☆31Updated last month
- Code for our paper SleepGPT: A Sleep Language Model for Sleep Staging and Sleep Disorder Diagnosis☆20Updated this week
- ☆30Updated 4 years ago
- ☆17Updated 4 years ago
- ☆14Updated 2 years ago
- ECG Classification, Continuous Wavelet Transform, CWT, Convolutional Neural Network, CNN, Arrhythmia, Heartbeat classification☆83Updated 4 years ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆57Updated 4 years ago
- Code for the paper "A Convolutional neural network for sleep stage scoring from raw single-channel EEG"☆63Updated 8 years ago
- Reproducing TinySleepNet for sleep stage prediction based on the signal channel EEG using PyTorch and implementing a new smaller and fast…☆10Updated 4 years ago