Electrocardiogram

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Period ending 2026-09-14

6 new papers

A weekly snapshot of new work published in Electrocardiogram.

Period ending 2026-09-07

7 new papers

A weekly snapshot of new work published in Electrocardiogram.

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245 papers

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

    Sep 15, 2026Aniketh Vijesh, Shrisharanyan Vasu, Abhijit Ramesh +5Cardiac SegmentationMedical Image Segmentation

  2. Decoder Design Matters for ECG Delineation

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

  3. 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 Image ClassificationElectroencephalography Foundation Models

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

    Sep 14, 2026Lila Cunge, Yuehong Liu, Hang Xu +5Cardiac SegmentationMedical Image Segmentation

  5. 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

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

    Sep 10, 2026Thierry Judge, Nicolas Duchateau, Andreas \Ostvik +6Left-Ventricular SegmentationEchocardiography

  7. 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 +3Ecg-Specific AugmentationsCardiac Magnetic Resonance Imaging

  8. 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

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

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

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

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

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

    Sep 1, 2026Athira J. Jacob, Puneet Sharma, Daniel RueckertCardiac Magnetic Resonance ImagingCardiac Segmentation

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

    Aug 31, 2026Jiacheng Wang, Ivana Isgum, Ipek OguzCardiac SegmentationMedical Image Segmentation

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

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

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

    Aug 31, 2026Mohammadsina Hassannia, Matthew A. Reyna, Reza SameniEcg-Specific AugmentationsElectrocardiogram

  15. Beat-Synchronous Tokenization for ECG Transformers

    Aug 31, 2026Ahmed Sameh, Nolan Wilson, Max Enderlein +1ElectrocardiogramTokenizer

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

    Aug 27, 2026Xiaoyang Li, Zeyan TaoElectrocardiogram

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

    Aug 16, 2026Melika BaghiCalibrated UncertaintyConstruct Validity

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

    Aug 13, 2026Yunsung Chung, Yingshuo Liu, Abboud F. Hassan +4PrognosticsCardiac

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

    Aug 13, 2026Hamza Shafiq, Hung Manh Pham, Bin Zhu +3CardiacElectronic Health Record Foundation Models

  20. The Impact of Temporal Context Length and Encoding Strategies on Self-Supervised ECG Representation Learning

    Aug 13, 2026Ahmed Sameh, Ramzi Al-Sharawi, Yogatheesan VaratharajahElectrocardiogramElectronic Health Record Foundation Models

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

    Aug 12, 2026Rafi Ibn Sultan, Chengyin Li, Yiannos Demetriou +6Cardiac SegmentationRadiotherapy

  22. 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 ZhangUltrasoundEchocardiography

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

    Aug 11, 2026Paul Fischer, Ece OzkanCardiac SegmentationLeft-Ventricular Segmentation

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

    Aug 11, 2026Christos Tsepas, Chang Yan, Maximilian Fuetterer +2Cardiac Magnetic Resonance ImagingPhysics-Informed Neural Network Framework

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

    Aug 10, 2026Konstantinos Kevopoulos, Beatrice Moscoloni, Benjamin Alheit +4Accurate Patient-Specific Tetrahedral Cardiac MeshesLeft-Ventricular Segmentation

  26. 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 +6ElectrocardiogramClinical Reasoning

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

    Aug 8, 2026Yunbei Pan, Jiahang Sha, Simon A. Lee +3Heart RateCardiometabolic Risk

  28. CFD-Guided Detection of Concept Drift in Multimodal Physiologic Signals

    Aug 7, 2026Farouk Ganiyu Adewumi, Timothy Oladunni, Rochak Ghimire +3ElectrocardiogramPhysiological Signals

  29. 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 SegmentationCardiac Magnetic Resonance Imaging

  30. Enhanced Real-Time 6-DOF Extended Reality Catheter Tracking for Evaluating Potential Improvement in Efficiency, Precision, and Depth Perception for Cardiac Interventions

    Aug 6, 2026Mohsen Annabestani, Sandhya Sriram, Andrew Kuzemczak +3Autonomous Endovascular NavigationAccurate Patient-Specific Tetrahedral Cardiac Meshes

  31. Tracing the Heart: An Evidence-Linked Pipeline for Heart-Failure Feature Engineering

    Aug 6, 2026Soorya Ram Shimgekar, Michelle Hu, Dorisa Shehi +10CardiacElectronic Health Records

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

    Aug 6, 2026Akanta Das, Tasinul Islam Ahon, Ahmed Mahir Sultan Rumi +3Ecg-Specific AugmentationsElectrocardiogram

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

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

  34. LAEF: A Lead-Agnostic ECG Foundation Model Towards Point-of-Care Diagnostics

    Aug 4, 2026Edoardo Coppola, Stefano Fiorini, Pietro Liò +2Ecg-Specific AugmentationsElectronic Health Record Foundation Models

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

    Aug 4, 2026Dang P. M. Cao, Hieu D. Pham, Hieu PhamCardiac SegmentationOracles

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

    Aug 3, 2026Rishov Paul, Frederick H. Epstein, Miaomiao ZhangLeft-Ventricular SegmentationCardiac Magnetic Resonance Imaging

  37. When Measurement Conventions Masquerade as Calibration Gains in Cardiac Digital Twins

    Aug 3, 2026Dang P. M. Cao, Hieu PhamCardiac MotionDigital Subtraction Angiography

  38. Loud or Silent? A Reusable Framework for Per-Modality Failure Analysis in Multimodal Clinical AI

    Aug 2, 2026Quang Bui, Shlok Jaiswal, Samuel Paik-Heintz +14Multimodal Clinical DataEcg-Specific Augmentations

  39. 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 ImagingCardiac Segmentation

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

    Jul 31, 2026Yi Yu, Yixuan Liu, Ziyu Zhang +4Cardiac Magnetic Resonance ImagingLeft-Ventricular Segmentation

  41. ECG-InterpBench: Benchmarking the Interpretability of ECG Foundation Models with Matched-Scale Sparse Autoencoders

    Jul 29, 2026Yixuan Duan, Wei QiuEcg-Specific AugmentationsElectronic Health Record Foundation Models

  42. Single-Beat Cuffless Blood Pressure Estimation Using Ear-PPG and ECG with a Lightweight Hybrid Learning Framework

    Jul 29, 2026Kindeep K. Dhatt, Tengyue Wu, Hanbang Hua +1Heart RateRemote Photoplethysmography

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

    Jul 28, 2026Hyunkyung Han, Min Jung KimCardiac MotionElectronic Health Record Foundation Models

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

    Jul 28, 2026Sukju Oh, Moo-Yong Rhee, Jae-Sik Jang +1CardiacClinical Decision

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

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

  46. 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 Image ClassificationElectroencephalogram

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

    Jul 27, 2026Xiaocheng Fang, Jieyi Cai, Guangkun Nie +9EchocardiographyMultimodal Clinical Data

  48. What EEG Foundation Models Encode: Dataset Identity and a Negative-Control Suite for Clinical Benchmarks

    Jul 27, 2026Marzieh ZareElectroencephalography Foundation ModelsElectroencephalogram

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

    Jul 27, 2026Jinliang Deng, Yiming Niu, Yibo Pan +3Electrocardiogram Image ClassificationElectrocardiogram

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

    Jul 27, 2026Farhan Adam Mukadam, Harshit Mishra, Nachiket Makwana +3Ecg-Specific AugmentationsElectrocardiogram

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

    Jul 26, 2026Jie Lin, Weijie Sun, Sunil V. Kalmady +4ElectrocardiogramCardiac

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

    Jul 26, 2026Bo Wu, Haoling Wang, Zhuodiao Kuang +1Heart RateRemote Photoplethysmography

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

    Jul 24, 2026Dominik Bernard Lau, Hubert Malinowski, Jerzy Szyjut +5Cardiac SegmentationDigital Subtraction Angiography

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

    Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5ElectrocardiogramMultimodal Clinical Data

  55. 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 ImagingCardiac

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

    Jul 22, 2026Soroush Elyasi, Nasim Dadashi Serej, Julie Wall +1Cardiac SegmentationEchocardiography

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

    Jul 21, 2026Andreas W. Aspe, Jonas Jalili Loft, Michael Huy Cuong Pham +6Cardiac SegmentationComputed Tomography

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

    Jul 18, 2026Andreas W. Aspe, Jonas Jalili Pedersen, Andreas Ohrt Johansen +4Cardiac SegmentationComputed Tomography

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

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

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

    Jul 17, 2026Xinran Liu, Yuwen Li, Hongxiang Gao +4Ecg-Specific AugmentationsElectrocardiogram