bbj-lab / protoecgnetLinks
Case-based interpretable deep learning for ECG classification. This code implements ProtoECGNet from the following paper: "ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification." Sethi et al., MLHC 2025
☆19Updated last month
Alternatives and similar repositories for protoecgnet
Users that are interested in protoecgnet are comparing it to the libraries listed below
Sorting:
- Source code repository for the study: "Uncovering ECG Changes during Healthy Aging using Explainable AI"☆13Updated last year
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆50Updated 2 years ago
- ☆22Updated 2 years ago
- Generalizable Deep Learning for Photoplethysmography-Based Blood Pressure Estimation – A Benchmarking Study☆13Updated last month
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆143Updated 8 months ago
- A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Series☆33Updated last year
- [Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional t…☆53Updated 6 months ago
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS☆54Updated 3 years ago
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆23Updated 9 months ago
- ☆15Updated 6 months ago
- The code for the paper: TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning☆59Updated last year
- [Neurips 2023] A Hierarchical Contrastive Framework for Medical Time-Series☆78Updated last year
- [ICLR2024] Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram☆54Updated 6 months ago
- ☆16Updated last year
- cuffless blood pressure measurement using smartwatches: a large-scale validation study☆26Updated last year
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆166Updated last year
- 本研究基于孪生网络和N-way K-shot学习策略，创新提出了一种结合transformer的心电信号分类架构，命名为SMC-Net（Siamese Meta-learning Contrastive Neural Network）。该模型通过孪生网络的结构特性和元学习的…☆19Updated last year
- ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification☆118Updated 11 months ago
- Self-supervised representation learning from 12-lead ECG data☆90Updated 3 years ago
- ☆10Updated 9 months ago
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆16Updated 2 years ago
- The repository is associated with a paper titled "Fusion of edge detection and graph neural networks for classifying electrocardiogram si…☆24Updated 2 years ago
- ☆27Updated last year
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆28Updated last year
- Toward Sleep Apnea Detection with Lightweight Multi-scaled Fusion Network☆43Updated 7 months ago
- ECG denosing method using transformer-based unet.☆22Updated last year
- Semi-Supervised End-to-End Contrastive Learning for Time Series Classification☆29Updated 2 years ago
- Inherently Interpretable Time Series Classification via Multiple Instance Learning (MILLET)☆51Updated last year
- ECG Classification, Continuous Wavelet Transform, CWT, Convolutional Neural Network, CNN, Arrhythmia, Heartbeat classification☆82Updated 4 years ago
- [Nature Communications 2021] Continual learning of AI models on ECG data with CLOPS☆20Updated 3 years ago