Is a PET all you need? A multi-modal study for Alzheimer's disease using 3D CNNs

• Published in: arXiv.org
• Main Authors: Narazani, Marla, Sarasua, Ignacio, Pölsterl, Sebastian, Lizarraga, Aldana, Yakushev, Igor, Wachinger, Christian
• Format: Paper
• Language: English
• Published: Ithaca Cornell University Library, arXiv.org 05.07.2022
• Subjects: Alzheimer's disease; Artificial neural networks; Biomarkers; Dementia; Diagnosis; Emission analysis; Etiology; Evaluation; Image classification; Magnetic resonance imaging; Medical imaging; Positron emission; Tomography

Alzheimer's Disease (AD) is the most common form of dementia and often difficult to diagnose due to the multifactorial etiology of dementia. Recent works on neuroimaging-based computer-aided diagnosis with deep neural networks (DNNs) showed that fusing structural magnetic resonance images (sMRI...