Cover Image

Tracing the Heart's Pathways: ECG Representation Learning from a Cardiac Conduction Perspective

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pan, Tan, Sun, Yixuan, Jiang, Chen, Gao, Qiong, Sun, Rui, Zhang, Xingmeng, Yang, Zhenqi, Han, Limei, Liang, Yixiu, Cheng, Yuan, Guo, Kaiyu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
by: Pan, Tan, et al.
Published: (2026)

Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
by: Sun, Rui, et al.
Published: (2026)

SD-MAD: Sign-Driven Few-shot Multi-Anomaly Detection in Medical Images
by: Guo, Kaiyu, et al.
Published: (2025)

Large Hydatid Cyst in the Cardiac Interventricular Septum: A Rare Case Report and Literature Review
by: Lin Gao, et al.
Published: (2026)

Echo2ECG: Enhancing ECG Representations with Cardiac Morphology from Multi-View Echos
by: Liman, Michelle Espranita, et al.
Published: (2026)

Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization
by: Pan, Tan, et al.
Published: (2025)

HeartLLM: Discretized ECG Tokenization for LLM-Based Diagnostic Reasoning
by: Yang, Jinning, et al.
Published: (2025)

ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
by: Zhao, Yubao, et al.
Published: (2024)

Category Discovery: An Open-World Perspective
by: He, Zhenqi, et al.
Published: (2025)

Versatile and Risk-Sensitive Cardiac Diagnosis via Graph-Based ECG Signal Representation
by: Wang, Yue, et al.
Published: (2025)

Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model
by: Jin, Jiarui, et al.
Published: (2025)

Global and Local Contrastive Learning for Joint Representations from Cardiac MRI and ECG
by: Selivanov, Alexander, et al.
Published: (2025)

SCAR: Semantic Cardiac Adversarial Representation via Spatiotemporal Manifold Optimization in ECG
by: Jia, Shunbo, et al.
Published: (2025)

Towards Authentic Movie Dubbing with Retrieve-Augmented Director-Actor Interaction Learning
by: Liu, Rui, et al.
Published: (2025)

Heart Failure Overview: Risk Factors, Cardiac Remodeling, and Symptom Pathways
by: Said, Saja
Published: (2026)

Artificial Cardiac Conduction System: Simulating Heart Function for Advanced Computational Problem Solving
by: Omer, Rebaz Mohammed Dler, et al.
Published: (2024)

Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis
by: Jia, Zhenqi, et al.
Published: (2024)

Whole Heart 3D+T Representation Learning Through Sparse 2D Cardiac MR Images
by: Zhang, Yundi, et al.
Published: (2024)

AnyECG: Foundational Models for Multitask Cardiac Analysis in Real-World Settings
by: Wang, Yue, et al.
Published: (2024)

Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond
by: Zhang, Yundi, et al.
Published: (2025)

Masked Autoencoders that Feel the Heart: Unveiling Simplicity Bias for ECG Analyses
by: Xu, He-Yang, et al.
Published: (2025)

Personalized Heart Disease Detection via ECG Digital Twin Generation
by: Hu, Yaojun, et al.
Published: (2024)

Structure-aware Semantic Discrepancy and Consistency for 3D Medical Image Self-supervised Learning
by: Pan, Tan, et al.
Published: (2025)

A Comprehensive Study of Gender Bias in Chemical Named Entity Recognition Models
by: Zhao, Xingmeng, et al.
Published: (2022)

Improving Expert Radiology Report Summarization by Prompting Large Language Models with a Layperson Summary
by: Zhao, Xingmeng, et al.
Published: (2024)

CAMEL: An ECG Language Model for Forecasting Cardiac Events
by: Velingker, Neelay, et al.
Published: (2026)

Octree-based Learned Point Cloud Geometry Compression: A Lossy Perspective
by: Zheng, Kaiyu, et al.
Published: (2026)

Design and Synthesis of Novel Pyridazinone Derivatives as Cardiac Myosin Activator for the Systolic Heart Failure
by: Meng Sun, et al.
Published: (2026)

Aneumo: A Large-Scale Multimodal Aneurysm Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
by: Li, Xigui, et al.
Published: (2025)

Reassessing the Conduct of Patch Clamp Cardiac Ion Channel Assays to Improve Nonclinical Data Translation to Clinical ECG Changes and Proarrythmia Risk
by: Claudia Alvarez Baron, et al.
Published: (2025)

Reconstructing 12-Lead ECG from 3-Lead ECG using Variational Autoencoder to Improve Cardiac Disease Detection of Wearable ECG Devices
by: Guan, Xinyan, et al.
Published: (2025)

ECG-Free Assessment of Cardiac Valve Events Using Seismocardiography
by: Rahman, Mohammad Muntasir, et al.
Published: (2024)

ECG Features in Orthotopic Cardiac Xenotransplantation: Comparisons With Published Literature
by: Chace B. Mitchell, et al.
Published: (2024)

Association Between Fetal Myocardial Alterations and Congenital Heart Disease Based on Post‐Mortem Myocardial MRI
by: Weizeng Zheng, et al.
Published: (2025)

Image-to-Image Matching via Foundation Models: A New Perspective for Open-Vocabulary Semantic Segmentation
by: Wang, Yuan, et al.
Published: (2024)

From 3D Forest to 2D Protection: Magnetic Wood with Reconfigurable Conductive Pathway for Versatile Electromagnetic Interference Shielding
by: Dan Zou, et al.
Published: (2025)

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding
by: Li, Haitao, et al.
Published: (2025)

Unveiling the Heart-Brain Connection: An Analysis of ECG in Cognitive Performance
by: Sasi, Akshay, et al.
Published: (2026)

MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways
by: Chen, Zhen, et al.
Published: (2025)

MCDubber: Multimodal Context-Aware Expressive Video Dubbing
by: Zhao, Yuan, et al.
Published: (2024)