danila-mamontov / WESAD_ECG_SSLLinks
This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals
☆16Updated 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"☆33Updated 4 years ago
- Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)☆19Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆58Updated 2 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)☆34Updated 2 years ago
- It is an emotion detection with EEG and ECG signals.☆41Updated 5 years ago
- IEEE Transactions on Affective Computing, 2025☆22Updated 4 months ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆55Updated 3 years ago
- A list of papers for physiological signal classification using machine learning/deep learning.☆248Updated 3 years ago
- [TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"☆250Updated 2 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆184Updated 5 months ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆39Updated last year
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆73Updated 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…☆64Updated 2 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆134Updated 2 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆81Updated 3 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆87Updated 6 years ago
- ☆36Updated 6 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆81Updated 4 years ago
- EEG-based Emotion Recognition via Channel-wise Attention and Self Attention☆14Updated 5 years ago
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆15Updated 3 years ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆70Updated last year
- Multi-module Recurrent Convolutional Neural Network with Transformer Encoder for ECG Arrhythmia Classification☆108Updated 4 years ago
- A COMPREHENSIVE ANALYSIS OF SLEEP APNEA☆56Updated 3 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆80Updated 3 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆135Updated 4 years ago
- Emotion recognition base on EEG.☆19Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆119Updated 2 years ago
- A CNN + LSTM architecture to predict seizure from EEG data☆48Updated 2 years ago
- A list of papers for sleep stages classification using machine learning/deep learning.☆94Updated 3 years ago