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策略，显著提升了对新类别心电图模式的快速适应性。在公开的SPH数据集上，对26种心脏疾病的心电图信号进行了全面评估。通过细致的实验设计，本研究全面考察了模型在准确率、敏感性、特异性及F1分数等关键性能指标上的表现，其中在小样本测试环境中，模型分别达到了90.91%、100%、95.24%和95%的最高性能表现。结果显示，尽管面临样本数量的限制，SMC-Net模型依然展示了出色的准确性和优良的泛化能力。
☆18Jun 1, 2024Updated last year
Alternatives and similar repositories for Siamese-Neural-Networks-for-ECG-signal
Users that are interested in Siamese-Neural-Networks-for-ECG-signal are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆10Feb 16, 2025Updated last year
- ElectroCardioGuard code (https://www.sciencedirect.com/science/article/pii/S0950705123007645, https://arxiv.org/abs/2306.06196)☆11Aug 30, 2024Updated last year
- 2018年毕设-基于动态人脸识别的身份认证系统开发-Javaweb☆12Aug 9, 2018Updated 7 years ago
- Automatic Polyp Segmentation with Multiple Kernel Dilated Convolution Network [CBMS: Computer-Based Medical Systems 2022]☆11Sep 5, 2022Updated 3 years ago
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection☆29Jun 6, 2024Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆10Jul 13, 2023Updated 2 years ago
- Case-based interpretable deep learning for ECG classification. This code implements ProtoECGNet from the following paper: "ProtoECGNet: …☆31Oct 8, 2025Updated 6 months ago
- ☆14Oct 11, 2024Updated last year
- Wearanize+ is a multimodal sleep dataset containing overnight sleep data from 130 young, healthy participants using PSG and three wearabl…☆20Mar 26, 2026Updated 3 weeks ago
- 这是一个孪生神经网络（Siamese network）的库，可进行图片的相似性比较。☆53May 6, 2022Updated 3 years ago
- [CHIL 2024] Interpretation of Intracardiac Electrograms Through Textual Representations☆12Sep 4, 2024Updated last year
- Evaluation code for the PhysioNet/CinC Challenge 2021☆18Nov 16, 2021Updated 4 years ago
- ☆12Nov 21, 2025Updated 4 months ago
- The Cross-modal SleepTransformer is a deep learning model designed for sleep stage classification based on multimodal physiological signa…☆26Sep 14, 2024Updated last year
- Serverless GPU API endpoints on Runpod - Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- ☆15Apr 9, 2024Updated 2 years ago
- Automated Raman Spectra Fluorescence Background Subtraction☆10May 15, 2019Updated 6 years ago
- Implementation for the paper "Self-Attention Meta-Learner for Continual Learning" in PyTorch.☆13Feb 1, 2021Updated 5 years ago
- Physics-Informed Neural Networks for Cardiovascular Blood Flow Simulations☆19Apr 7, 2025Updated last year
- The GitHub repository for the paper "Denoising Application of Magnetotelluric Low-Frequency Signal Processing"☆11Feb 22, 2023Updated 3 years ago
- This project is designed to delay the output of the video stream in AXI-STREAM format.☆12Jul 14, 2024Updated last year
- Code for the AAAI 2024 paper: "AGS: Affordable and Generalizable Substitute Training for Transferable Adversarial Attack" (accepted).☆12Mar 28, 2024Updated 2 years ago
- Directional sparse filtering for blind speech separation☆10Jun 8, 2021Updated 4 years ago
- ☆74Aug 19, 2020Updated 5 years ago
- Serverless GPU API endpoints on Runpod - Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Code repository for paper "Neural network multi-component gas mixture analysis with broadband dual-frequency comb absorption spectroscopy…☆13Jun 27, 2022Updated 3 years ago
- Code for phase recovery in MadTwinNet for monaural singing voice separation☆12Jul 17, 2018Updated 7 years ago
- Deep learning based automatic modulation classification for sub-carriers of OFDM signals.☆12Jan 3, 2024Updated 2 years ago
- This project presents a novel approach for J peak detection in Heart-Rate monitoring. The proposed approach employs accelerometers to col…☆10Oct 30, 2023Updated 2 years ago
- DeviceIO是一个驱动框架，用于封装嵌入式HAL驱动，为上层应用提供服务。☆10Jun 1, 2024Updated last year
- CLearning is a general continual learning framework☆14Jan 31, 2025Updated last year
- [arXiv 2024] PyTorch implementation of RRD: https://arxiv.org/abs/2407.12073☆15Dec 2, 2025Updated 4 months ago
- Learning Fully Convolutional Networks for Iterative Non-blind Deconvolution[testing][matconvnet]☆10Aug 18, 2018Updated 7 years ago
- Deep learning model to identify ECG signals and tell their similarity☆19Apr 6, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Official code Implementation of "Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP" (AAA…☆21Dec 17, 2024Updated last year
- Enhanced Denoising Auto-Encoding Priors for Reconstruction☆11Feb 12, 2026Updated 2 months ago
- An FPGA design for simulating biological neurons☆17Jul 5, 2024Updated last year
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS☆60Oct 19, 2022Updated 3 years ago
- A ML tool to decompose seismic data into earthquake and ambient noise signals.☆12Jul 5, 2022Updated 3 years ago
- TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation☆27Nov 18, 2022Updated 3 years ago
- 使用深度学习对人体心电数据进行多分类☆240Feb 24, 2021Updated 5 years ago