Reducing variations in multi-center Alzheimer’s disease classification with convolutional adversarial autoencoder

• Published in: Medical image analysis Vol. 82; p. 102585
• Main Authors: Cobbinah, Bernard M., Sorg, Christian, Yang, Qinli, Ternblom, Arvid, Zheng, Changgang, Han, Wei, Che, Liwei, Shao, Junming
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.11.2022
• Subjects: Alzheimer’s disease classification; Convolutional adversarial autoencoder; Convolutional attention network; Multi-center MRIs; Convolutional adversarial autoencoder; Convolutional attention network; Alzheimer’s disease classification; Multi-center MRIs

Based on brain magnetic resonance imaging (MRI), multiple variations ranging from MRI scanners to center-specific parameter settings, imaging protocols, and brain region-of-interest (ROI) definitions pose a big challenge for multi-center Alzheimer’s disease characterization and classification. Exist...