Weakly-supervised convolutional neural networks for multimodal image registration

One of the fundamental challenges in supervised learning for multimodal image registration is the lack of ground-truth for voxel-level spatial correspondence. This work describes a method to infer voxel-level transformation from higher-level correspondence information contained in anatomical labels....

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Bibliographic Details
Main Authors: Hu, Y, Modat, M, Gibson, E, Li, W, Ghavami, N, Bonmati, E, Wang, G, Bandula, S, Moore, C, Emberton, M, Ourselin, S, Noble, J, Barratt, D, Vercauteren, T
Format: Journal article
Language:English
Published: Elsevier 2018