DL4mHealth / Contrastive-Learning-in-Medical-Time-Series-Survey
A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Series
☆26Updated 7 months ago
Alternatives and similar repositories for Contrastive-Learning-in-Medical-Time-Series-Survey:
Users that are interested in Contrastive-Learning-in-Medical-Time-Series-Survey are comparing it to the libraries listed below
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆39Updated last year
- [Neurips 2023] A Hierarchical Contrastive Framework for Medical Time-Series☆65Updated last year
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆33Updated 2 years ago
- A comparative study on Self-Supervised Learning for Time Series: Contrastive or Generative?☆31Updated last year
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS☆52Updated 2 years ago
- ☆22Updated last year
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆46Updated last year
- KDD24 - EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs☆53Updated last week
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆23Updated 8 months ago
- JMIR AI'23: EEG dataset processing and EEG Self-supervised Learning☆44Updated last year
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆75Updated last month
- ☆57Updated last year
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated last year
- BioDG is a publically available framework for the evaluation of Domain Generalization algorithms in Biosignal Classification.☆15Updated 7 months ago
- Code for PulseImpute Challenge☆27Updated 3 months ago
- NeurIPS2022: Code for ATD, Sleep-EDF, HAR,PTB-XL, MGH data processing☆15Updated 2 years ago
- ☆37Updated last year
- ☆36Updated 4 years ago
- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆69Updated 3 years ago
- Code for the paper published in Deep Generative Models for Health Workshop at the Neurips 2023.☆41Updated last year
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"☆37Updated last year
- NeurIPS2023 - A generic biosignal learning framework. Large EEG pre-trained models.☆101Updated last year
- Code for processing EEG data with Riemannian and deep learning-based classifiers. Additionally provides methods for data augmentation inc…☆27Updated 4 years ago
- Code repository for S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models☆16Updated last year
- Implementation of the InterpretTime framework☆43Updated last year
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆29Updated 9 months ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991☆53Updated last year
- ☆18Updated 2 years ago
- Self-supervised pre-training for ECG representation with inspiration from transformers & computer vision☆23Updated 2 years ago