Alzheimer's Disease Diagnosis With Brain Structural MRI Using Multiview-Slice Attention and 3D Convolution Neural Network

• Published in: Frontiers in aging neuroscience Vol. 14; p. 871706
• Main Authors: Chen, Lin, Qiao, Hezhe, Zhu, Fan
• Format: Journal Article
• Language: English
• Published: Switzerland Frontiers Research Foundation 26.04.2022; Frontiers Media S.A
• Subjects: 3D convolution neural network; Aging; Aging Neuroscience; Alzheimer's disease; Alzheimer's disease (AD); Artificial intelligence; Attention; Biomarkers; Brain slice preparation; brain sMRI image; Cognitive ability; Complementarity; Datasets; Dementia disorders; Diagnosis; disease prognosis; Magnetic resonance imaging; Medical diagnosis; Medical prognosis; multi-view-slice attention; Neural networks; Neurodegenerative diseases; Neuroimaging; Older people; brain sMRI image; 3D convolution neural network; Alzheimer's disease (AD); multi-view-slice attention; disease prognosis

Numerous artificial intelligence (AI) based approaches have been proposed for automatic Alzheimer's disease (AD) prediction with brain structural magnetic resonance imaging (sMRI). Previous studies extract features from the whole brain or individual slices separately, ignoring the properties of...