Prediction of in-plane organ deformation during free-breathing radiotherapy via discriminative spatial transformer networks

•Free-breathing motion compensation aimed at image-guided radiotherapy.•Novel framework with multi-scale feature extraction and spatial transformation for in-plane motion prediction and future frame generation.•Prediction of the next k deformations from a given input image sequence.•Validation on di...

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Bibliographic Details
Published in:	Medical image analysis Vol. 64; p. 101754
Main Authors:	Romaguera, Liset Vázquez, Plantefève, Rosalie, Romero, Francisco Perdigón, Hébert, François, Carrier, Jean-François, Kadoury, Samuel
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.08.2020
Subjects:	Deep learning Free-breathing Liver LSTM Lungs Motion prediction Radiotherapy Deep learning LSTM Motion prediction Lungs Liver 41A10 65D05 65D17 Radiotherapy 41A05 Free-breathing
ISSN:	1361-8415, 1361-8423, 1361-8423
Online Access:	Get full text
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