Patch-based deep multi-modal learning framework for Alzheimer’s disease diagnosis using multi-view neuroimaging

• Published in: Biomedical signal processing and control Vol. 80; p. 104400
• Main Authors: Liu, Fangyu, Yuan, Shizhong, Li, Weimin, Xu, Qun, Sheng, Bin
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2023
• Subjects: Alzheimer’s disease; Convolutional neural network; Discriminative lesion localization; Multi-modal fusion; Neuroimages; Neuroimages; Alzheimer’s disease; Multi-modal fusion; Discriminative lesion localization; Convolutional neural network

The computer-aided diagnosis contributes to the early detection of mild cognitive impairment (MCI). Though many deep learning methods have achieved favorable performance on Alzheimer’s disease (AD) diagnosis tasks, the single-modality method will lead to lopsidedness in modeling disease features. Se...