Edouard99 / Stress_Detection_ECGLinks
This project aims to detect stress state based on Electrocardiogram signals (WESAD Dataset) analysis with a deep learning model.
☆53Updated 2 years ago
Alternatives and similar repositories for Stress_Detection_ECG
Users that are interested in Stress_Detection_ECG are comparing it to the libraries listed below
Sorting:
- Obstructive Sleep Apnea, OSA, CNN, ECG signal, LeNet5☆56Updated 3 years ago
- Detect sleep apnea using heart rate data from wearable devices☆30Updated 10 months ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆26Updated last year
- Multimodal Transformer Networks with synchronised ECG and PCG data to detect and classify Cardiovascular Diseases☆10Updated last year
- Diploma thesis analyzing emotion recognition in conversations exploiting physiological signals (ECG, HRV, GSR, TEMP) and an Attention-bas…☆26Updated 2 years ago
- This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals☆14Updated 4 years ago
- Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)☆18Updated last year
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆31Updated 4 years ago
- Code for the paper `A 1D-CNN based deep learning technique for sleep apnea detection in IoT sensors'☆20Updated 7 months ago
- A python script to process raw ECG signals and impute the peaks and heartbeats following noise suppression to obtain processed ECG☆47Updated 6 years ago
- NABNet: A Nested Attention-guided BiConvLSTM Network for a robust prediction of Blood Pressure components from reconstructed Arterial Bl…☆39Updated 2 years ago
- It is an emotion detection with EEG and ECG signals.☆40Updated 5 years ago
- Using LSTMs to classify ECG signals in several different heart diseases. Data from the PTB diagnostic database.☆24Updated 6 years ago
- PyTorch implementation of sleep-stage classifier using photoplethysmography (PPG) data.☆16Updated 2 years ago
- ☆30Updated 11 months ago
- This project includes preprocessing of APNEA-ECG database and a LSTM-RNN model for per-segment OSA detection.☆62Updated last year
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆40Updated 3 months ago
- Code for processing and managing data for EEG-based emotion recognition of individuals with and without Autism. EEG and other clinical da…☆51Updated 2 weeks ago
- Mental stress has become a standard part of day-to-day life. However, experiencing long-term and high-level stress affects the daily life…☆13Updated 2 years ago
- Arrhythmia detection using deep convolutional neural network with long duration ECG signals☆25Updated 5 years ago
- Official implementation of the paper: "Deep learning for ECG classification: A comparative study of 1D and 2D representations and multimo…☆31Updated last year
- Three-stage sleep classification☆24Updated last year
- In this project, convolutional neural networks are proposed to classify sixteen different ECG beat types in the MIT-BIH arrhythmia databa…☆12Updated 4 years ago
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆57Updated 2 years ago
- ECG Classification, Continuous Wavelet Transform, CWT, Convolutional Neural Network, CNN, Arrhythmia, Heartbeat classification☆78Updated 4 years ago
- CardioGAN - AAAI 2021☆60Updated 3 years ago
- Multimodal Dataset of Freezing of Gait in Parkinson's Disease☆48Updated 2 years ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆17Updated 2 years ago
- CNN-LSTM based QRS detector for ECG signals☆24Updated 5 years ago
- ☆55Updated 3 years ago