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RiuNet: Institutional repository of the Polithecnic University of Valencia

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

Coupé, Pierrick; Mansencal, Boris; Clement, Michael; Giraud, Rémi; Denis de Senneville, Baudouin; Ta, Vinh-Thong; Lepetit, Vincent; Manjón Herrera, José Vicente (Elsevier, 2020-10-01)

[EN] Whole 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 ...
Lifespan Changes of the Human Brain In Alzheimer's Disease

Coupé, Pierrick; Manjón Herrera, José Vicente; Lanuza, Enrique; Catheline, Gwenaelle (Nature Publishing Group, 2019-03-08)

[EN] Brain imaging studies have shown that slow and progressive cerebral atrophy characterized the development of Alzheimer's Disease (AD). Despite a large number of studies dedicated to AD, key questions about the lifespan ...
MRI white matter lesion segmentation using an ensemble of neural networks and overcomplete patch-based voting

Manjón Herrera, José Vicente; Coupe, Pierrick; Raniga, Parnesh; Xia, Ying; Desmond, Patricia; Fripp, Jurgen; Salvado, Olivier (Elsevier, 2018-11)

[EN] Accurate quantification of white matter hyperintensities (WMH) from Magnetic Resonance Imaging (MRI) is a valuable tool for the analysis of normal brain ageing or neurodegeneration. Reliable automatic extraction of ...