joergsimon / SSL-ECG-Paper-Reimplementaton
Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"
☆24Updated 3 years ago
Related projects: ⓘ
- A list of papers for sleep stages classification using machine learning/deep learning.☆68Updated 2 years ago
- Multi-module Recurrent Convolutional Neural Network with Transformer Encoder for ECG Arrhythmia Classification☆90Updated 2 years ago
- Self-supervised ECG Representation Learning - ICASSP 2020 and IEEE T-AFFC☆31Updated 2 years ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆26Updated 4 months ago
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆22Updated last year
- Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)☆15Updated 11 months ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆37Updated last year
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆33Updated last year
- IEEE Transactions on Affective Computing, 2022☆23Updated 9 months ago
- Under Review☆16Updated last year
- ☆35Updated 3 years ago
- ☆14Updated 3 weeks ago
- A Residual based Attention Model for EEG basedSleep Staging☆10Updated 3 years ago
- a ecg classfier based on PTB-XL database☆30Updated 3 years ago
- Imbalanced MIT-BIH dataset is augmented with the generated beats by WGAN-GP and AC-WGAN-GP to improve the classification metrics.☆29Updated last year
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆39Updated last year
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆13Updated last year
- ☆34Updated 4 years ago
- ☆30Updated 3 years ago
- The paper is being submitted☆13Updated last year
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆75Updated 9 months ago
- This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals☆11Updated 3 years ago
- Self-supervised pre-training for ECG representation with inspiration from transformers & computer vision☆22Updated 2 years ago
- ECG time-series augmentations library☆24Updated last year
- ☆11Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆78Updated last year
- It is an emotion detection with EEG and ECG signals.☆36Updated 4 years ago
- ☆10Updated this week
- Official PyTorch repository for Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals, ICASSPW 2023.☆31Updated 6 months ago
- ☆44Updated 3 years ago