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Mutual Information-based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging


Oct 30, 2020
Qingjie Meng, Jacqueline Matthew, Veronika A. Zimmer, Alberto Gomez, David F. A. Lloyd, Daniel Rueckert, Bernhard Kainz

* arXiv admin note: substantial text overlap with arXiv:2003.00321 

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Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information


Sep 03, 2020
Lei Li, Veronika A. Zimmer, Wangbin Ding, Fuping Wu, Liqin Huang, Julia A. Schnabel, Xiahai Zhuang

* 11 pages 

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AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information


Aug 11, 2020
Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

* 12 pages 

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A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology


Oct 04, 2019
James R. Clough, Ilkay Oksuz, Nicholas Byrne, Veronika A. Zimmer, Julia A. Schnabel, Andrew P. King

* 12 pages, 12 figures 

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Mechanically Powered Motion Imaging Phantoms: Proof of Concept


May 17, 2019
Alberto Gomez, Cornelia Schmitz, Markus Henningsson, James Housden, Yohan Noh, Veronika A. Zimmer, James R. Clough, Ilkay Oksuz, Nicolas Toussaint, Andrew P. King, Julia A. Schnabel

* Accepted for publication at IEEE EMBC (41st International Engineering in Medicine and Biology Conference) 2019 

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Oversegmenting Graphs


Jun 01, 2018
Alberto Gomez, Veronika A. Zimmer, Bishesh Khanal, Nicolas Toussaint, Julia A. Schnabel

* Submited to TPAMI 

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