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Disentangled Representation Learning in Cardiac Image Analysis

Author:Thomas Joyce  

Session Type:Tutorial  

Session Date:Sunday, 16 May 2021  

Topic:Tutorial: Machine Learning in Cardiovascular MRI I  

Session Name:Tutorial: Machine Learning in Cardiovascular MRI I  

Program Number:

Room Session:Concurrent 3  

Institution:ETH Zürich  

    Fast personalization of cardiac mechanical models using parametric physics informed neural networks

    Author:Stefano Buoso  Thomas Joyce  Sebastian Kozerke  

    Session Type:Digital Poster  

    Session Date:Wednesday, 19 May 2021  

    Topic:Machine Learning Applications in CV Imaging  

    Session Name:Machine Learning Applications in CV Imaging I  

    Program Number:2650  

    Room Session:Concurrent 2  

    Institution:ETH Zurich  

    Inferring Diffusion Tensors on Unregistered Cardiac DWI Using a Residual CNN and Implicitly Modelled Data Prior

    Author:Jonathan Weine  Robbert van Gorkum  Christian Stoeck  Valery Vishnevskiy  Thomas Joyce  Sebastian Kozerke  

    Session Type:Digital Poster  

    Session Date:Tuesday, 18 May 2021  

    Topic:Diffusion: Encoding & Estimation  

    Session Name:Diffusion: Encoding, Estimation & Machine Learning  

    Program Number:2447  

    Room Session:Concurrent 3  

    Institution:University and ETH Zurich  

    Rapid Personalisation of Left Ventricular Meshes using Differentiable Rendering

    Author:Thomas Joyce  Stefano Buoso  Christian Stoeck  Sebastian Kozerke  

    Session Type:Digital Poster  

    Session Date:Wednesday, 19 May 2021  

    Topic:Real-Time Cardiac MRI  

    Session Name:Cardiac Structure & Function: From Macro- to Micro-  

    Program Number:2900  

    Room Session:Concurrent 2  

    Institution:University and ETH Zurich