guangyizhangbci / EPiC-2023
Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)
☆18Updated last year
Alternatives and similar repositories for EPiC-2023:
Users that are interested in EPiC-2023 are comparing it to the libraries listed below
- This is the project of my undergraduate thesis, an enhanced Capsule Network that integrates EEG and ECG signals for improved emotion reco…☆10Updated last year
- Under Review☆17Updated 2 years ago
- Self-supervised ECG Representation Learning - ICASSP 2020 and IEEE T-AFFC☆42Updated 2 years ago
- This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals☆14Updated 4 years ago
- It is an emotion detection with EEG and ECG signals.☆38Updated 4 years ago
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆29Updated 3 years ago
- IEEE Transactions on Emerging Topics in Computational Intelligence☆66Updated last year
- Official PyTorch repository for Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals, ICASSPW 2023.☆62Updated last year
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆17Updated 2 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆33Updated 11 months ago
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆53Updated last year
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆13Updated 2 years ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆36Updated 3 months ago
- Biosignal processing for automatic emotion recognition☆46Updated 2 years ago
- ☆19Updated 3 years ago
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- Diploma thesis analyzing emotion recognition in conversations exploiting physiological signals (ECG, HRV, GSR, TEMP) and an Attention-bas…☆26Updated 2 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆66Updated 2 years ago
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆46Updated last week
- Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets☆11Updated 2 years ago
- ☆37Updated 4 years ago
- Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection code☆18Updated 4 years ago
- Official implementation of the paper: "Deep learning for ECG classification: A comparative study of 1D and 2D representations and multimo…☆27Updated last year
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆21Updated last year
- [TAFFC-2022] PyTorch implementation of TSception v2☆112Updated last year
- A list of papers for sleep stages classification using machine learning/deep learning.☆83Updated 2 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆48Updated last year
- Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析,使用python…☆35Updated this week
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆41Updated 10 months ago
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆40Updated 3 weeks ago