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BIRNet: Brain image registration using dual-supervised fully convolutional networks

In this paper, we propose a deep learning approach for image registration by predicting deformation from image appearance. Since obtaining ground-truth deformation fields for training can be challenging, we design a fully convolutional network that is subject to dual-guidance: (1) Ground-truth guida...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Med Image Anal
Hauptverfasser: Fan, Jingfan, Cao, Xiaohuan, Yap, Pew-Thian, Shen, Dinggang
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6764428/
https://ncbi.nlm.nih.gov/pubmed/30939419
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.media.2019.03.006
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