Development and validation of a two-stage convolutional neural network algorithm for segmentation of MRI white matter hyperintensities for longitudinal studies in CADASIL

Altogether, our findings suggest that WMH progression in CADASIL can be measured automatically with adequate confidence by a CNN segmentation algorithm.

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Publication Details

Journal
Computers in Biology and Medicine
Published
2024-08-05
DOI
https://doi.org/10.1016/j.compbiomed.2024.108936
Citations
1
Primary Topic
Cerebrovascular and genetic disorders
Type
article
Field-Weighted Citation Impact
0.37

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article

Development and validation of a two-stage convolutional neural network algorithm for segmentation of MRI white matter hyperintensities for longitudinal studies in CADASIL

Florent Roche, Éric Jouvent, May Taha, Jessica Lebenberg et al.
1 citations
Computers in Biology and Medicine
Cerebrovascular and genetic disorders
0.37
article

Development and validation of a two-stage convolutional neural network algorithm for segmentation of MRI white matter hyperintensities for longitudinal studies in CADASIL

Florent Roche, Éric Jouvent, May Taha, Jessica Lebenberg, Fabrice Vincent, Hugues Chabriat, Ruiting Zhang, Valentin Demeusy
article en
1 citations

Abstract

Altogether, our findings suggest that WMH progression in CADASIL can be measured automatically with adequate confidence by a CNN segmentation algorithm.

Computers in Biology and MedicineVol. 180
Inserm (FR), Université Paris Cité (FR), Assistance Publique – Hôpitaux de Paris (FR), Hôpital Lariboisière (FR), FHU Neurovasc (FR), Second Affiliated Hospital of Zhejiang University (CN), NeuroDiderot (FR)
Agence Nationale de la Recherche
Openalex Percentile: Top 37%
Cerebrovascular and genetic disorders
0.37
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