Congenital Heart Disease

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Period ending 2026-09-21

11 new papers

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

Period ending 2026-09-14

6 new papers

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

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. MedGate-Fusion: Integrating First-Encounter Semantic Narratives and Physiological Biomarkers for Prospective Stroke Risk Stratification

    Sep 21, 2026Hemn Khdr, Mohammad Noaeen, Karim Keshavjee +2StrokeCardiometabolic Risk

  2. ORION-CMR: On-scanner Reporting with Integrated Foundation Model for End-to-End Cardiac MRI Analysis and Interpretation

    Sep 20, 2026Omer Burak Demirel, Kelly K. Horst, Alessio Perazzolo +15Cardiac Magnetic Resonance Imaging

  3. TRACE: Tractable Routing Autoencoder for Clinical ECG

    Sep 20, 2026Shunbo Jia, Runze Ma, Haonan Lyu +3Electrocardiogram ClassificationElectronic Health Record Foundation Models

  4. Should This Case Be Adapted? Prediction Fragmentation Controls Test-Time Adaptation

    Sep 17, 2026Lili Wang, Jing Li, Xiaowen Sun +5Semantic FragmentationAdaptive Routing

  5. The segmentation ceiling: why explicit left-ventricular masks do not improve learned ejection-fraction regression

    Sep 17, 2026Farshid Farhadi Khouzani, Paul La Plante, Bryar Mustafa Shareef +1Whole-Heart SegmentationCardiac Motion

  6. Mammography Foundation Models for Opportunistic Prediction of Major Adverse Cardiovascular Events

    Sep 16, 2026Paula Feldman, Nusrat Binta Nizam, Sunwoo Kwak +3Cardiometabolic RiskMammography

  7. Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation

    Sep 15, 2026Aniketh Vijesh, Shrisharanyan Vasu, Abhijit Ramesh +5Whole-Heart SegmentationCongenital Heart Disease

  8. Decoder Design Matters for ECG Delineation

    Sep 15, 2026Joseph Scharpf, William Han, Chaojing Duan +3Electrocardiogram ClassificationU-Net

  9. Bridging the Gap in ECG-Based Emotion Recognition: A Unified Evaluation of Deep Learning Models

    Sep 14, 2026Timothy C Sweeney-Fanelli, Ajan Ahmed, Masudul ImtiazElectrocardiogram ClassificationCross-Dataset Benchmark

  10. Optimizing for the decision not the prediction: an exploration of Smooth Net Benefit as a training objective

    Sep 14, 2026Koen M. F. Gorgels, Lasai Barreñada, Maarten van Smeden +3Logistic RegressionClinical Prediction

  11. Impact of Multiple Non-Invasive Biosignals on Cardiovascular Biomarker Estimation via Simulation-Based Inference

    Sep 14, 2026Shusaku Maeda, Masahiro Nakano, Tomoharu Iwata +3Cardiometabolic RiskRemote Photoplethysmography

  12. Certified AI Triage of ICU Alarms

    Sep 14, 2026Mohammed Sameer Syed, Rozhin YasaeiIntensive Care UnitAtrial Fibrillation

  13. Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning

    Sep 14, 2026Andrea Agostini, Simon Böhi, Moritz Vandenhirtz +7Congenital Heart DiseaseCross-Modal Learning

  14. SV-Cine: Diagnosis-Conditioned Segmentation of Single Ventricle Physiology via Generative Data Augmentation

    Sep 14, 2026Lila Cunge, Yuehong Liu, Hang Xu +5Whole-Heart SegmentationCardiac Motion

  15. Target leakage, not model class, explains reported accuracy in survey-based cardiovascular screening: a leakage-tiered audit of glass-box and tabular foundation models

    Sep 11, 2026Raad Bin Tareaf, Murad Al-Rajab, Samia Loucif +2Area Under The Receiver Operating Characteristic CurveCardiometabolic Risk

  16. Myocardial Strain Drift Correction in Deep Learning Based Ultrasound Tracking

    Sep 10, 2026Thierry Judge, Nicolas Duchateau, Andreas \Ostvik +6Cardiac MotionUltrasound

  17. Physics-Informed Deep Learning for False Ventricular Tachycardia Alarm Reduction in the ICU

    Sep 8, 2026Athanasios Papastathopoulos-Katsaros, Alexandra Stavrianidi, Zhandong LiuAtrial FibrillationIntensive Care Unit

  18. Leveraging Cardiac Imaging to Improve ECG-Based Detection of Chagas Disease in Resource-Constrained Settings

    Sep 8, 2026Laura Alvarez-Florez, Daniel Uyterlinde, Samuel Ruipérez-Campillo +3Cardiac Magnetic Resonance ImagingArea Under The Receiver Operating Characteristic Curve

  19. MRI-Guided Reslice-Refined Cross-Slice SDF Reconstruction of the Left Ventricle from Cardiac MRI with Sparse Axial Supervision

    Sep 8, 2026Quanxin Zheng, Shuai ZhaoCardiac Magnetic Resonance ImagingCardiac Motion

  20. Attributing Cohen's d: Training Data Attribution for Disease-Related Effects in Normative Age Biomarkers

    Sep 7, 2026Jakob Snel, Marc-Andre SchulzVascular AgeCardiometabolic Risk

  21. Learning from Scarce Labels: Multi-View Echocardiography for Ejection Fraction Prediction

    Sep 2, 2026Zhiyuan Gao, Dominic Yurk, Yaser S. Abu-MostafaEchocardiography

  22. CMRVision: A Foundation Model for Cardiac MR Image Analysis

    Sep 1, 2026Athira J. Jacob, Puneet Sharma, Daniel RueckertCardiac Magnetic Resonance ImagingWhole-Heart Segmentation

  23. LISynSeg: Data-Centric Label-to-Image Synthesis for Cross-Modality Whole-Heart Segmentation

    Aug 31, 2026Jiacheng Wang, Ivana Isgum, Ipek OguzWhole-Heart SegmentationCongenital Heart Disease

  24. MR-JEPA: A General Purpose Video Foundation Model for Cardiac MRI

    Aug 31, 2026Athira J. Jacob, Puneet Sharma, Dorin Comaniciu +1Cardiac Magnetic Resonance ImagingFrozen Encoder

  25. ECGQuest: Benchmarking and Fine-Tuning Language Models for Electrocardiography

    Aug 31, 2026Mohammadsina Hassannia, Matthew A. Reyna, Reza SameniPediatric-Adult Electrocardiogram AlignmentElectronic Health Record Foundation Models

  26. MiBOT: A head-worn robot that modulates cardiovascular responses through human-like soft massage

    Aug 30, 2026Alice Mylaeus, Stephanie Vogt, Berken Utku Demirel +4Soft RobotsHeart Rate

  27. Evaluator-Dependent Patient-Adaptive ECG Lead-Channel Allocation

    Aug 27, 2026Xiaoyang Li, Zeyan TaoElectrocardiogram ClassificationLikelihood

  28. Conditional Validity for Adaptive Modality Acquisition: When the Policy Chooses Its Own Calibration Group

    Aug 16, 2026Melika BaghiConditional DistributionValidity

  29. Intervention-Aware Clinical World Model for Post-Op Outcome Forecasting in Cardiology

    Aug 13, 2026Yunsung Chung, Yingshuo Liu, Abboud F. Hassan +4Congenital Heart DiseaseWorld Models

  30. CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation

    Aug 13, 2026Hamza Shafiq, Hung Manh Pham, Bin Zhu +3Congenital Heart DiseaseJoint-Embedding Predictive Architectures

  31. A Neighborhood Attention Transformer Network for Enhanced 3D Segmentation of the Left Anterior Descending Artery

    Aug 12, 2026Rafi Ibn Sultan, Chengyin Li, Yiannos Demetriou +6Whole-Heart SegmentationRadiotherapy

  32. From Self-Normal-Positioning to Omni-Directional Tracking: Real-Time Surface Modeling Enabled Probe Tilt Control for Robotic Ultrasound Imaging

    Aug 11, 2026Xihan Ma, Haichong ZhangUltrasoundRobotic Perception

  33. VIDS-Seg: Towards Reliable Uncertainty Quantification in Pediatric Cardiac Ultrasound Segmentation

    Aug 11, 2026Paul Fischer, Ece OzkanWhole-Heart SegmentationVideo Object Segmentation

  34. Physics-Informed Implicit Neural Representations for Improved Myocardial Perfusion MRI Quantification

    Aug 11, 2026Christos Tsepas, Chang Yan, Maximilian Fuetterer +2Cardiac Magnetic Resonance ImagingConventional Physics-Informed Neural Networks

  35. Flow-based conditional cardiac anatomy generation for virtual cohorts

    Aug 10, 2026Konstantinos Kevopoulos, Beatrice Moscoloni, Benjamin Alheit +4Cardiac MotionGenerative Models

  36. Diagnosing as Cardiologists Do: ECG Agents with Doctor-Grounded Priors for Clinical Reasoning Across Diseases and Populations

    Aug 10, 2026Hongxiang Gao, He-yang Xu, Yuwen Li +6Pediatric-Adult Electrocardiogram AlignmentCongenital Heart Disease

  37. HIPNO: Symmetry-Aware Physics-Informed Neural Operators for Noninvasive Hemodynamic Inference

    Aug 8, 2026Yunbei Pan, Jiahang Sha, Simon A. Lee +3Cuffless Blood Pressure EstimationCardiometabolic Risk

  38. Foundation Models Adaptation for Multi-View Multi-modal Cardiac MRI Segmentation and Direct Ejection Fraction Estimation

    Aug 7, 2026Sina Amirrajab, Cian M Scannell, Volker Vehof +2Cardiac Magnetic Resonance ImagingMagnetic Resonance Imaging

  39. ECG-LENS: Lead-Aware Clinical Context Enriched ECG Report Generation and Evaluation

    Aug 6, 2026Akanta Das, Tasinul Islam Ahon, Ahmed Mahir Sultan Rumi +3Electrocardiogram ClassificationMedical Report Generation

  40. Robust Low-Tubal-Rank Tensor Completion under Cross-Concentrated Sampling

    Aug 4, 2026HanQin Cai, Longxiu Huang, Jing Qin +1Tensor CompletionSparse Recovery

  41. Unsupervised Adversarial Domain Adaptation for Uterine layer Segmentation: From Labeled Cine to Unlabeled Dynamic EPI MRI

    Aug 4, 2026Smiti Tripathy, Milauni Desai, Jordina Aviles Verdera +1Whole-Heart SegmentationMagnetic Resonance Imaging

  42. ConformalShift: Targeted Event Reordering Against Adaptive ECG Monitoring

    Aug 4, 2026Arash Vashagh, Yasmin VashaghAtrial FibrillationConformal Prediction

  43. FOUND-AF: Benchmarking ECG Foundation Models for Atrial Fibrillation Detection

    Aug 4, 2026Amirhossein Taleshinosrati, Yangyang Wang, Atitaya Phoemsuk +5Atrial FibrillationElectroencephalography Foundation Models

  44. When Oracle Conditioning Misleads Deployment: Conditioning-Availability Bias in Echocardiographic Segmentation

    Aug 4, 2026Dang P. M. Cao, Hieu D. Pham, Hieu PhamWhole-Heart SegmentationOracles

  45. Generative Brownian Bridge Diffusion In Motion Space For Enhanced Myocardial Strain Analysis

    Aug 3, 2026Rishov Paul, Frederick H. Epstein, Miaomiao ZhangCardiac Magnetic Resonance ImagingGenerative Models

  46. NISF++: Geometrically-grounded implicit representations of 3D+time cardiac function from 2D short- and long-axis MR views

    Aug 1, 2026Nil Stolt-Ansó, Maik Dannecker, Steven Jia +2Cardiac Magnetic Resonance ImagingWhole-Heart Segmentation

  47. Automatic LV Localization and Short-Axis Plane Estimation from Arbitrary CMR Slice

    Jul 31, 2026Yi Yu, Yixuan Liu, Ziyu Zhang +4Cardiac Magnetic Resonance ImagingCardiac Motion

  48. Same Branches, Different Trees: A Bifurcation Connectedness Metric for Coronary Artery Segmentation and FFR-CT Decision Agreement

    Jul 30, 2026Maame Owusu-Ansah, Kelvin Lee, Dr Vinod Venugopal +3Coronary AngiographyCardiometabolic Risk

  49. Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography

    Jul 28, 2026Hyunkyung Han, Min Jung KimEchocardiographyCardiac Motion

  50. Cardiologent: Multi-Agent Clinical Decision Support for Patient-Level Arrhythmia Assessment, Urgency, and Management

    Jul 28, 2026Sukju Oh, Moo-Yong Rhee, Jae-Sik Jang +1Atrial FibrillationCongenital Heart Disease

  51. CADENCE: A Cardiac Atom Dictionary for Interpretable Neural Concept Extraction from ECG Foundation Models

    Jul 28, 2026Yixuan Duan, Arjun Naik, Sadeer Al-Kindi +1Congenital Heart DiseaseElectronic Health Record Foundation Models

  52. Analysis of the Shortcut Learning and Clever Hans Effect in CNN based ECG Image Classification

    Jul 27, 2026Abhay Kumar Pathak, Mrityunjay Chaubey, Manjari Gupta +1Electrocardiogram ClassificationAtrial Fibrillation

  53. EchoBridge: Long-Tail-Aware ECG-Echocardiography Text Alignment for Echocardiography-Derived Cardiac Findings

    Jul 27, 2026Xiaocheng Fang, Jieyi Cai, Guangkun Nie +9EchocardiographyBridge

  54. Failures Reveal What Metrics Miss: An Evidence-Driven Agent for Recursive Refinement of ECG Classifiers

    Jul 27, 2026Jinliang Deng, Yiming Niu, Yibo Pan +3Electrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment

  55. Automated ECG Interval Measurement and Wave Delineation Using Fast Fourier Convolution ResNet

    Jul 27, 2026Farhan Adam Mukadam, Harshit Mishra, Nachiket Makwana +3Pediatric-Adult Electrocardiogram AlignmentDelineation

  56. Beyond Local Inspection: Global, Guideline-Grounded Evaluation of Post-hoc XAI Methods for ECG Classification

    Jul 27, 2026Nils Gumpfer, Michael Guckert, Samuel Sossalla +2Electrocardiogram ClassificationXai

  57. Harmonized Interpretable ECG Waveform Features for Robust Cross-Dataset Clinical Prediction

    Jul 26, 2026Jie Lin, Weijie Sun, Sunil V. Kalmady +4Pediatric-Adult Electrocardiogram AlignmentClinical Prediction

  58. Blood Pressure Estimation from PPG: A Comparative Study of Direct and ECG-Mediated Deep Learning Pipelines

    Jul 26, 2026Bo Wu, Haoling Wang, Zhuodiao Kuang +1Cuffless Blood Pressure EstimationRemote Photoplethysmography

  59. CARDIAG: A Dense Segment Classification Benchmark of Deep Learning Architectures for Coronary Angiography

    Jul 24, 2026Dominik Bernard Lau, Hubert Malinowski, Jerzy Szyjut +5Coronary AngiographyCongenital Heart Disease

  60. Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs

    Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5Electrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment