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On the reliability of deep learning-based classification for Alzheimer’s disease: Multi-cohorts, multi-vendors, multi-protocols, and head-to-head validation

Structural changes in the brain due to Alzheimer’s disease dementia (ADD) can be observed through brain T1-weighted magnetic resonance imaging (MRI) images. Many ADD diagnostic studies using brain MRI images have been conducted with machine-learning and deep-learning models. Although reliability is...

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Detalles Bibliográficos
Autores principales: Song, Yeong-Hun, Yi, Jun-Young, Noh, Young, Jang, Hyemin, Seo, Sang Won, Na, Duk L., Seong, Joon-Kyung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9490270/
https://www.ncbi.nlm.nih.gov/pubmed/36161156
http://dx.doi.org/10.3389/fnins.2022.851871