Goomenny / WESAD_ECG_SSLLinks
This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals
☆14Updated 4 years ago
Alternatives and similar repositories for WESAD_ECG_SSL
Users that are interested in WESAD_ECG_SSL are comparing it to the libraries listed below
Sorting:
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆31Updated 4 years ago
- Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)☆18Updated last year
- Self-supervised ECG Representation Learning - ICASSP 2020 and IEEE T-AFFC☆46Updated last month
- It is an emotion detection with EEG and ECG signals.☆40Updated 5 years ago
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆40Updated 3 months ago
- Convolutional neural network which uses 30 second single-channel EEG signals to detect apnea events. Kernels are visualised using Fourier…☆22Updated 2 years ago
- A COMPREHENSIVE ANALYSIS OF SLEEP APNEA☆52Updated 3 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆52Updated 2 years ago
- Obstructive Sleep Apnea, OSA, CNN, ECG signal, LeNet5☆56Updated 3 years ago
- This is the project of my undergraduate thesis, an enhanced Capsule Network that integrates EEG and ECG signals for improved emotion reco…☆11Updated last year
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆37Updated last year
- Multi-module Recurrent Convolutional Neural Network with Transformer Encoder for ECG Arrhythmia Classification☆107Updated 3 years ago
- Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets☆11Updated 2 years ago
- This project includes preprocessing of APNEA-ECG database and a LSTM-RNN model for per-segment OSA detection.☆62Updated last year
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆13Updated 2 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆85Updated 5 years ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆17Updated 2 years ago
- ☆26Updated 5 years 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）☆32Updated 2 years ago
- 脑电情绪识别☆13Updated 2 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
- A list of papers for sleep stages classification using machine learning/deep learning.☆87Updated 2 years ago
- Official implementation of the paper: "Deep learning for ECG classification: A comparative study of 1D and 2D representations and multimo…☆30Updated last year
- ☆30Updated 11 months ago
- IEEE Transactions on Affective Computing, 2025☆18Updated 3 weeks ago
- Emotion recognition using DEAP dataset，GSR。☆38Updated 6 years ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆56Updated 2 years ago
- CardioGAN - AAAI 2021☆60Updated 3 years ago
- Emotion recognition from EEG and physiological signals using deep neural networks☆47Updated 7 years ago