AssemblyNet: A large ensemble of CNNs for 3D whole brain MRI segmentation

AbstractWhole brain segmentation of fine-grained structures using deep learning (DL) is a very challenging task since the number of anatomical labels is very high compared to the number of available training images. To address this problem, previous DL methods proposed to use a single convolution ne...

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Bibliographic Details
Main Authors: Pierrick Coupé, Boris Mansencal, Michaël Clément, Rémi Giraud, Baudouin Denis de Senneville, Vinh-Thong Ta, Vincent Lepetit, José V. Manjon
Format: Article
Language:English
Published: Elsevier 2020-10-01
Series:NeuroImage
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811920305127