Congenital Heart Disease

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Period ending 2026-09-21

11 new papers

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Period ending 2026-09-14

6 new papers

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Period ending 2026-09-07

7 new papers

A weekly snapshot of new work published in Congenital Heart Disease.

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233 papers

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  1. Development of an automated, reliable, and clinically meaningful artificial intelligence (AI) tool for diagnosing cardiac disease from conventional cardiovascular magnetic resonance (CMR) images

    Jul 22, 2026Sina Amirrajab, Volker Vehof, Michael Bietenbeck +6Cardiac Magnetic Resonance ImagingData-Curation

  2. Domain Shift in Echocardiography: Interpretable Quantification and Prediction of Cross-Dataset Left Ventricular Segmentation

    Jul 22, 2026Soroush Elyasi, Nasim Dadashi Serej, Julie Wall +1Whole-Heart SegmentationEchocardiography

  3. Anatomy-Aware 3D Mesh Refinement of Pericardium Segmentations on Computed Tomography

    Jul 21, 2026Andreas W. Aspe, Jonas Jalili Loft, Michael Huy Cuong Pham +6Whole-Heart SegmentationKey Vertebral Morphometry Variables

  4. Automated Cardiac Adipose Tissue Segmentation in Computed Tomography: A Literature Review

    Jul 18, 2026Andreas W. Aspe, Jonas Jalili Pedersen, Andreas Ohrt Johansen +4Whole-Heart SegmentationSegmentation Model

  5. Optimizing Clinical Trial Protocols Using EHR-Derived Heterogeneous Treatment Effects

    Jul 18, 2026Xiaodi Li, Munhuwan Lee, Pengyang Li +5Heterogeneous Treatment EffectsElectronic Health Records

  6. Knowledge-Guided Cross-Modal Fusion for Adult-to-Pediatric ECG Transfer via Label-Conditioned Contrastive Alignment

    Jul 17, 2026Xinran Liu, Yuwen Li, Hongxiang Gao +4Pediatric-Adult Electrocardiogram AlignmentContrastive Alignment

  7. CardioMeta: Calibrated Multi-Task Prediction of Diabetes, Hypertension, and Cardiovascular Disease Across Population and EHR Data

    Jul 17, 2026S M Asif Hossain, Ruksat Khan Shayoni, M. F. Mridha +1Cardiometabolic RiskClinical Prediction

  8. Toward Energy-Efficient and Low-Power Arrhythmia Detection for Wearable Devices

    Jul 16, 2026Floriaan Bulten, Yawar Rasheed, Arlene John +2Atrial FibrillationWearable Devices

  9. Angular Gaussian Supervised Contrastive Learning for Long-Tailed Electrocardiogram Arrhythmia Diagnosis

    Jul 16, 2026Jin Dai, Qiuzhen Zhang, Chenyun Dai +2Electrocardiogram ClassificationAtrial Fibrillation

  10. A novel unsupervised machine learning strategy to handle multimodal cardiac PET/MRI data

    Jul 15, 2026Brunnhilde Ponsi, Thomas Carlier, Lara Marteau +5Atrial FibrillationPositron Emission Tomography

  11. Anatomically Faithful but Temporally Blind: Auditing Attribution for Left-Ventricular Ejection-Fraction Estimation from Echocardiography

    Jul 15, 2026Hyunkyung Han, Min Jung KimEchocardiographyBlind Spots

  12. A Unified Framework for Comprehensive Cardiac CT Segmentation and Phenotyping: Human-in-the-Loop Data Annotation, Vision Foundation Model Development, Multicenter Evaluation and Clinical Validation

    Jul 13, 2026Pooya Mohammadi Kazaj, Leo Fridolin Weber, Wen Xie +17Whole-Heart SegmentationPhenotypes

  13. LSTrans: Efficient Knowledge Transfer for Lightweight and Automated ECG Classification

    Jul 12, 2026Yi Zhao, Jiajun Gao, Chenyang Xu +2Electrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment

  14. GRC-ProbNet: Uncertainty-aware Feature Extraction for Cardiovascular Disease Classification

    Jul 11, 2026Yash Shah, Omar Todd, Philipp Seeböck +3Whole-Heart SegmentationRobust Segmentation

  15. Federated Deep Learning for Privacy-Preserving Cardiovascular Disease Risk Prediction

    Jul 9, 2026Hyunho Mo, Djura Smits, Mahlet A. Birhanu +4Cardiometabolic RiskSurvival Predictions

  16. Cross-Modal Generative Framework for Signal Translation from Fetal-Maternal Electrocardiograms to Fetal Doppler Waveforms

    Jul 9, 2026Tongli Su, Alireza Rafiei, Marly van Assen +4Congenital Heart DiseaseUltrasound

  17. ECGLight: Compute-Light Framework For Paper ECG Digitization and Myocardial Infarction Screening

    Jul 8, 2026Shreyasvi Natraj, Cyrus Achtari, Felice Gragnano +3Pediatric-Adult Electrocardiogram AlignmentElectronic Health Records

  18. Cardiac MRI Through-Plane Super-Resolution Guided by Reference and Memory

    Jul 8, 2026Shaoming Pan, Chenchuhui Hu, Leon Axel +1Cardiac Magnetic Resonance ImagingMagnetic Resonance Imaging

  19. Automatic Echocardiography Segmentation via Transition Probability Correlation for Stable Semantic Extraction

    Jul 8, 2026Xinran Chen, Xiyuan Wang, Guangquan Zhou +1Whole-Heart SegmentationEchocardiography

  20. Bi-PT: Bidirectional Cross-Attention Point Transformers for Four-Chamber Heart Reconstruction from Sparse Cardiac MRI Data

    Jul 8, 2026Chenchuhui Hu, Shaoming Pan, Leon Axel +1Cardiac MotionCardiac Magnetic Resonance Imaging

  21. Dual Attention Heads for Personalized Federated Learning in ECG Classification

    Jul 7, 2026Kien Le, Joseph Lindley, Quoc Bao Phan +1Electrocardiogram ClassificationFederated Learning

  22. ImputeECG: Deep Learning Reconstruction of Complete 12-Lead Electrocardiograms from Incomplete Recordings for Cardiac Assessment

    Jul 6, 2026Xiaocheng Fang, Haoyu Wang, Jieyi Cai +14Congenital Heart DiseaseElectronic Health Records

  23. Comparison of Loss Functions for Robust Deep Learning-based Echocardiography Segmentation when Learning with Partially Labelled Data from Multiple Domains

    Jul 6, 2026Iman Islam, Esther Puyol-Antón, Bram Ruijsink +2Whole-Heart SegmentationCardiac Motion

  24. HeartVolMesh: Cardiac Volumetric Mesh Reconstruction via Covariance-Guided Graph Deformation

    Jul 5, 2026Fengming Lin, Arezoo Zakeri, Haoran Dou +4Cardiac MotionPopular Deformable Convolutions

  25. Piecewise Dynamic Diffusion Regularization for Reconstruction of Cardiac Cine MRI

    Jul 3, 2026Florian Fürnrohr, Reinhard HeckelCardiac Magnetic Resonance Imaging

  26. SNR-Adaptive Unified Diffusion for Multi-Task Medical Image Segmentation

    Jul 3, 2026Jiahao Liu, Hang Wei, Shuai WuWhole-Heart SegmentationMedical Image Segmentation

  27. Personalized 4D Whole-Heart Mesh Reconstruction from Cine MRI via Multi-Scale Temporal Modeling and Differentiable Contour Rendering

    Jul 2, 2026Xiaoyue Liu, Dongcheng Cang, Xiaohan Yuan +3Cardiac Motion4D Reconstruction

  28. Separating Expert Retention from Autonomous Source Inference in Raw-ECG-Replay-Free Continual ECG Deployment

    Jul 2, 2026Yufan Lu, Xinhui Liu, Chenyang Xu +2Electrocardiogram Classification

  29. Hierarchical Self-Supervised Representation Learning Framework for Multivariate Time Series Grounded in ECG Analysis

    Jul 1, 2026Siwon KimPediatric-Adult Electrocardiogram AlignmentJoint-Embedding Predictive Architectures

  30. EchoRisk: A Multicentre Echocardiography Dataset and Benchmark for Cardio-Oncology

    Jul 1, 2026Grigorios Kalliatakis, Georgia Karanasiou, Georgios Manikis +10Echocardiography

  31. Learning Cardiac Motion Priors for Implicit Neural Representations

    Jul 1, 2026Andrew Bell, George Webber, Andrew P King +3Cardiac Magnetic Resonance ImagingImplicit Neural Representations

  32. FrameONE: Hierarchical Motion Modeling for Universal Multi-View Echocardiographic Keyframe Detection

    Jul 1, 2026Rusi Chen, Yuhao Huang, Hongyuan Zhang +4EchocardiographyWhole-Heart Segmentation

  33. Domain Knowledge Based Temporal-Spatial Graph Convolution Network for ECG Recognition

    Jul 1, 2026Wenting Ma, Zhipeng Zhang, Xiaohang Yuan +6Pediatric-Adult Electrocardiogram AlignmentTemporal Graph Neural Networks

  34. Self-Supervised Temporal Regularization for Landmark-Based Cardiac Segmentation with Automatic AHA Regional Mapping

    Jun 30, 2026David Montalvo-García, Nicolás Gaggion, María J. Ledesma-Carbayo +1Whole-Heart SegmentationCardiac Motion

  35. Temporal Training Strategies for Left Atrium and Left Atrial Appendage Segmentation in Dynamic Contrast 4DCT

    Jun 30, 2026David Montalvo-García, Lauren Severance, Elliot R. McVeigh +1Whole-Heart SegmentationAtrial Fibrillation

  36. Accelerometry-Derived Digital Biomarkers for Cardiometabolic Risk: A Population-Representative Tabular Benchmark with Uncertainty Quantification

    Jun 29, 2026Federico FelizziCardiometabolic RiskBiomarker

  37. From Raw Segmentations to Simulation-Ready Cardiac Meshes: An Automated Framework for Anatomical Reconstruction and Virtual Cohort Generation

    Jun 29, 2026Francesco Fabbri, Martino Andrea Scarpolini, Paolo Ciancarella +4Cardiac MotionAnatomy

  38. Learning from Acquisition: Metadata-driven Multimodal Pre-training for Cardiac MRI

    Jun 27, 2026Xueyi Fu, Liwei Hu, Zi Wang +1Cardiac Magnetic Resonance ImagingMultimodal Pretraining

  39. CPAgents: Agentic Composite Phenotype Generation for Cardiac Disease Association

    Jun 26, 2026Zuoou Li, Wenlong Zhao, Kelly Yu +5PhenotypesCardiometabolic Risk

  40. EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography

    Jun 26, 2026Darya Taratynova, Ahmed Aly, Numan Saeed +1EchocardiographyMultimodal Clinical Data

  41. Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis

    Jun 25, 2026Yiheng Cao, Gustavo Andrade-Miranda, Jiatian Zhang +2Cardiac Magnetic Resonance ImagingMedical Image Generation

  42. A Latent ODE Approach to Spatiotemporal Modeling of Cine Cardiac MRI

    Jun 25, 2026David Brüggemann, Ekaterina Krymova, Firat Özdemir +6Cardiac Magnetic Resonance ImagingCardiac Motion

  43. Pulmonary Embolism Risk Stratification from CTPA and Medical Records: Vascular Graphs Are Not All You Need

    Jun 24, 2026Nathan Painchaud, Tristan Habémont, Morgane des Ligneris +6Cardiometabolic RiskCoronary Angiography

  44. Quantifying Explainable AI-introduced signal noise on ECG data with Spectral Entropy

    Jun 23, 2026David A. Kelly, Nathan BlakePediatric-Adult Electrocardiogram AlignmentXai

  45. ATRIA: Adaptive Traceable ECG Reporting with Iterative Agents

    Jun 23, 2026Donggyun Hong, Kyuhwan Lee, Junmyung Kwon +1Electrocardiogram ClassificationWorkflow Automation and Optimization

  46. Promise and challenges of heart chamber segmentation from non-contrast CT scans using contrastive unpaired image translation: a feasibility study

    Jun 22, 2026Jing Wang, Tong Yu, Hao-En Lu +5Whole-Heart SegmentationImage-To-Image Translation

  47. Patient-Aware Contrastive Learning Preserves Per-Patient Structure in RR-Interval Representations

    Jun 22, 2026Yasantha Niroshana, Weijith Wimalasiri, Chathuranga HettiarachchiAtrial FibrillationContrastive Learning

  48. Evaluating self-supervised echocardiographic representations across downstream extraction strategies for left-ventricular segmentation and ejection fraction estimation

    Jun 22, 2026Sylwia Majchrowska, Philip TeareEchocardiographyCardiac Motion

  49. Physiology-Aware CNN and Zero-Shot Multimodal LLMs for ECG Image Classification: A Comparative Study

    Jun 22, 2026Khalil Ahammad, Derek Abbott, Mohsen DorrakiElectrocardiogram ClassificationMultimodal Clinical Data

  50. BAC-JEPA: Label-Efficient Breast Arterial Calcification Segmentation via Synthetic Mammography-Guided Supervision

    Jun 20, 2026Scott Chase Waggener, Lakshman TamilMammographyCardiometabolic Risk

  51. Attractor Domain Theory: A Mathematical Framework for Cardiovascular Attractor Analysis with Wearable Photoplethysmography (PPG) Validation

    Jun 20, 2026Timothy Oladunni, Farouk Ganiyu AdewumiCongenital Heart DiseaseRemote Photoplethysmography

  52. Distinguishing indistinguishable attractors: Unsupervised anomaly detection with reservoir computers

    Jun 19, 2026Davide Prosperino, Haochun Ma, Christoph RäthReservoir ComputingReservoir

  53. SL-S4Wave: Self-Supervised Learning of Physiological Waveforms with Structured State Space Models

    Jun 18, 2026Feng Wu, Harsh Deep, Eric Lehman +5Electrocardiogram ClassificationMultimodal Physiological Signals

  54. HypOProto: Hyperbolic Ordinal Prototypes for Left Ventricular Filling Pressure Classification

    Jun 18, 2026Victoria Wu, Nima Hashemi, Hooman Vaseli +3EchocardiographyHyperbolic Space

  55. Learning Cardiac Electrophysiology Digital Twins Through Agentic Discovery of Hybrid Structure

    Jun 16, 2026Ziqi Zhou, Yubo Ye, Sumeet Atul Vadhavka +2Cardiac MotionElectronic Health Record Foundation Models

  56. Spatio-Temporal Fusion Model for Standard View Classification of Echocardiographic Videos

    Jun 16, 2026Bo Gou, Jicheng Zhang, Jianlong Xiong +9EchocardiographySpatiotemporal Representations

  57. Trusted Multi-View Deep Learning Classification of Fetal Congenital Heart Disease with Feature-level and Decision-level Fusion

    Jun 13, 2026Tan Zhou, Shifa Yao, Suncheng Xiang +2EchocardiographyCongenital Heart Disease

  58. ECG-LDC: A Hardware-Efficient Low-Dimensional Computing Framework for ECG Arrhythmia Classification

    Jun 13, 2026Anh Tran, Khanh Tran, Cuong DoElectrocardiogram ClassificationResource-Constrained Edge Devices

  59. cAPM: Continual AI-Assisted Pace-Mapping with Active Learning

    Jun 11, 2026Dylan O'Hara, Pradeep Bajracharya, Casey Meisenzahl +7Atrial FibrillationActive Learning

  60. Transformer-Guided Graph Attention for Direct Cardiac Mesh Reconstruction: A Structural Digital Twin Framework

    Jun 11, 2026Abhishek H S, Akash Ganamukhi, Abhimanyu Suresh +3Cardiac MotionSwin