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'☆24Updated last year
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆44Updated 9 months ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆16Updated 2 years ago
- A COMPREHENSIVE ANALYSIS OF SLEEP APNEA☆57Updated 3 years ago
- This project includes preprocessing of APNEA-ECG database and a LSTM-RNN model for per-segment OSA detection.☆63Updated 2 years ago
- ☆27Updated 3 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39Updated last year
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆17Updated 4 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Updated 2 years ago
- Obstructive Sleep Apnea, OSA, CNN, ECG signal, LeNet5☆63Updated 4 years ago
- ☆14Updated 2 years ago
- A Graph Convolutional Network Approach for Depression Detection using EEG based Brain Networks☆28Updated 5 years ago
- ☆23Updated 3 years ago
- MATLAB Project to Classify Different Sleep Stages of the EEG Signals using Machine Learning (Random Forest and Support Vector Machine)☆13Updated 11 months ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆95Updated 3 years ago
- CNN, Attention and Transformer based Hybrid Model for ECG Arrhythmia Classification☆42Updated 6 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
- ☆30Updated 5 years ago
- The Cross-modal SleepTransformer is a deep learning model designed for sleep stage classification based on multimodal physiological signa…☆25Updated last year
- [IEEE TCYB] Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework☆31Updated 2 months ago
- cuffless blood pressure measurement using smartwatches: a large-scale validation study☆28Updated last year
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆26Updated 6 months ago
- ECG Classification, Continuous Wavelet Transform, CWT, Convolutional Neural Network, CNN, Arrhythmia, Heartbeat classification☆83Updated 4 years ago
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆26Updated 2 years ago
- ☆17Updated 4 years ago
- [ESWA] NeuroXAI: Adaptive, Robust, Explainable Surrogate Framework for Determination of Channel Importance in EEG Application☆35Updated last year
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆57Updated 4 years ago
- ☆57Updated 4 years ago