Knowing What You Know in Brain Segmentation Using Bayesian Deep Neural Networks

In this paper, we describe a Bayesian deep neural network (DNN) for predicting FreeSurfer segmentations of structural MRI volumes, in minutes rather than hours. The network was trained and evaluated on a large dataset (n = 11,480), obtained by combining data from more than a hundred different sites,...

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Bibliografiske detaljer
Udgivet i:Front Neuroinform
Main Authors: McClure, Patrick, Rho, Nao, Lee, John A., Kaczmarzyk, Jakub R., Zheng, Charles Y., Ghosh, Satrajit S., Nielson, Dylan M., Thomas, Adam G., Bandettini, Peter, Pereira, Francisco
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2019
Fag:
Neuroscience
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6843052/
https://ncbi.nlm.nih.gov/pubmed/31749693
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fninf.2019.00067
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