Efficient Brain Age Prediction from 3D MRI Volumes Using 2D Projections

Using 3D CNNs on high-resolution medical volumes is very computationally demanding, especially for large datasets like UK Biobank, which aims to scan 100,000 subjects. Here, we demonstrate that using 2D CNNs on a few 2D projections (representing mean and standard deviation across axial, sagittal and...

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Detalles Bibliográficos
Autores principales: Jönemo, Johan, Akbar, Muhammad Usman, Kämpe, Robin, Hamilton, J. Paul, Eklund, Anders
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Brief Report
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10526282/
https://www.ncbi.nlm.nih.gov/pubmed/37759930
http://dx.doi.org/10.3390/brainsci13091329

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10526282/
https://www.ncbi.nlm.nih.gov/pubmed/37759930
http://dx.doi.org/10.3390/brainsci13091329

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