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Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View


Jun 29, 2022
Veronika A. Zimmer, Alberto Gomez, Emily Skelton, Robert Wright, Gavin Wheeler, Shujie Deng, Nooshin Ghavami, Karen Lloyd, Jacqueline Matthew, Bernhard Kainz, Daniel Rueckert, Joseph V. Hajnal, Julia A. Schnabel

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* 21 pages (18 + appendix), 13 figures (9 + appendix) 

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AtrialGeneral: Domain Generalization for Left Atrial Segmentation of Multi-Center LGE MRIs


Jul 05, 2021
Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

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* 10 pages, 4 figures, MICCAI2021 

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Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review


Jun 25, 2021
Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

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* 23 pages 

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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

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* 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

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* 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

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* 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

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* 12 pages, 12 figures 

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