Fast predictive multimodal image registration

We introduce a deep encoder-decoder architecture for image deformation prediction from multimodal images. Specifically, we design an image-patch-based deep network that jointly (i) learns an image similarity measure and (ii) the relationship between image patches and deformation parameters. While ou...

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Bibliographic Details

Published in:	Proceedings (International Symposium on Biomedical Imaging) pp. 858 - 862
Main Authors:	Xiao Yang, Kwitt, Roland, Styner, Martin, Niethammer, Marc
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.04.2017
Subjects:	Bayes methods Convolutional codes deep learning Deformable models deformation prediction Image registration multimodal image similarity Optimization Three-dimensional displays Training
ISSN:	1945-8452
Online Access:	Get full text
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