3D Segmentation of Perivascular Spaces on T1-Weighted 3 Tesla MR Images With a Convolutional Autoencoder and a U-Shaped Neural Network

Boutinaud, P; Tsuchida, A; Laurent, A; Adonias, F; Hanifehlou, Z; Nozais, V; Verrecchia, V; Lampe, L; Zhang, JY; Zhu, YC; Tzourio, C; Mazoyer, B; Joliot, M

Joliot, M (corresponding author), Genesislab, Bordeaux, France.; Joliot, M (corresponding author), Univ Bordeaux, UMR 5293, GIN, IMN, Bordeaux, France.; Joliot, M (corresponding author), CNRS, UMR 5293, GIN, IMN, Bordeaux, France.; Joliot, M (corresponding author), CEA, UMR 5293, GIN, IMN, Bordeaux, France.

FRONTIERS IN NEUROINFORMATICS, 2021; 15 ():

Abstract

We implemented a deep learning (DL) algorithm for the 3-dimensional segmentation of perivascular spaces (PVSs) in deep white matter (DWM) and basal ga......

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