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2026

  1. Deep Learning Myocardial Strain Estimation in Echocardiography: Is Physics-Based Simulation the Solution ?
    Thierry Judge, Nicolas Duchateau, Anders Austlid Taskén, Khuram Faraz, Lasse Lovstakken, Gabriel Kiss, Andreas Østvik, Pierre-Marc Jodoin, and Olivier Bernard
    Soon to be submitted to IEEE Transactions on Medical Imaging, 2026

2025

  1. Generation of Realistic Cardiac Ultrasound Sequences with Ground Truth Motion and Speckle Decorrelation
    Thierry Judge, Nicolas Duchateau, Khuram Faraz, Pierre-Marc Jodoin, and Olivier Bernard
    In 2025 IEEE International Ultrasonics Symposium (IUS), 2025
  2. Reinforcement Learning for Unsupervised Domain Adaptation in Spatio-Temporal Echocardiography Segmentation
    Arnaud Judge, Nicolas Duchateau, Thierry Judge, Roman A. Sandler, Joseph Z. Sokol, Christian Desrosiers, Olivier Bernard, and Pierre-Marc Jodoin
    In Submitted to IEEE Transactions on Medical Imaging, Oct 2025
  3. Uncertainty Propagation for Echocardiography Clinical Metric Estimation via Contour Sampling
    Thierry Judge, Olivier Bernard, Woo-Jin Cho Kim, Alberto Gomez, Arian Beqiri, Agisilaos Chartsias, and Pierre-Marc Jodoin
    In Submitted to IEEE Transactions on Image Processing, Feb 2025
  4. Estimation of Segmental Longitudinal Strain in Transesophageal Echocardiography by Deep Learning
    Anders Austlid Taskén, Thierry Judge, Erik Andreas Rye Berg, Jinyang Yu, Bjørnar Grenne, Frank Lindseth, Svend Aakhus, Pierre-Marc Jodoin, Nicolas Duchateau, and Olivier Bernard
    IEEE Journal of Biomedical and Health Informatics, 2025

2024

  1. Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning
    Arnaud Judge, Thierry Judge, Nicolas Duchateau, Roman A. Sandler, Joseph Z. Sokol, Olivier Bernard, and Pierre-Marc Jodoin
    In Medical Image Computing and Computer Assisted Intervention – MICCAI 2024, 2024

2023

  1. Neural Teleportation
    Marco Armenta*, Thierry Judge*, Nathan Painchaud, Youssef Skandarani, Carl Lemaire, Gabriel Gibeau Sanchez, Philippe Spino, and Pierre-Marc Jodoin
    Mathematics, 2023
  2. Asymmetric Contour Uncertainty Estimation for Medical Image Segmentation
    Thierry Judge, Olivier Bernard, Woo-Jin Cho Kim, Alberto Gomez, Agisilaos Chartsias, and Pierre-Marc Jodoin
    In Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, 2023

2022

  1. Left Ventricle Contouring of Apical Three-Chamber Views on 2D Echocardiography
    Alberto Gomez, Mihaela Porumb, Angela Mumith, Thierry Judge, Shan Gao, Woo-Jin Cho Kim, Jorge Oliveira, and Agis Chartsias
    In Simplifying Medical Ultrasound, 2022
  2. Anatomically Constrained Semi-supervised Learning for Echocardiography Segmentation
    Thierry Judge, Arnaud Judge, and Pierre-Marc Jodoin
    In Medical Imaging with Deep Learning, 2022
  3. CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation
    Thierry Judge, Olivier Bernard, Mihaela Porumb, Agisilaos Chartsias, Arian Beqiri, and Pierre-Marc Jodoin
    In Medical Image Computing and Computer Assisted Intervention – MICCAI 2022, 2022

2020

  1. Cardiac Segmentation with Strong Anatomical Guarantees
    Nathan Painchaud, Youssef Skandarani, Thierry Judge, Olivier Bernard, Alain Lalande, and Pierre-Marc Jodoin
    IEEE IEEE Transactions on Medical Imaging, 2020

‘*’ indicates equal contribution.