Convolutional neural networks for Alzheimer’s disease detection on MRI images

• Published in: Journal of medical imaging (Bellingham, Wash.) Vol. 8; no. 2; p. 024503
• Main Authors: Ebrahimi, Amir, Luo, Suhuai, Disease Neuroimaging Initiative, for the Alzheimer’s
• Format: Journal Article
• Language: English
• Published: United States Society of Photo-Optical Instrumentation Engineers 01.03.2021
• Subjects: Computer-Aided Diagnosis; deep learning; transfer learning; magnetic resonance imaging; Alzheimer’s disease; convolutional neural network

Purpose: Detection of Alzheimer’s disease (AD) on magnetic resonance imaging (MRI) using convolutional neural networks (CNNs), which is useful for detecting AD in its preliminary states. Approach: Our study implements and compares several deep models and configurations, including two-dimensional (2D...