Interpretable medical deep framework by logits-constraint attention guiding graph-based multi-scale fusion for Alzheimer’s disease analysis

• Published in: Pattern recognition Vol. 152; p. 110450
• Main Authors: Xu, Jinghao, Yuan, Chenxi, Ma, Xiaochuan, Shang, Huifang, Shi, Xiaoshuang, Zhu, Xiaofeng
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.08.2024
• Subjects: Alzheimer’s disease; Attention; Graph neural networks; Multi-scale feature fusion; Structural MRI; Structural MRI; Graph neural networks; Alzheimer’s disease; Multi-scale feature fusion; Attention

Deep learning using structural MRI has been widely applied to early diagnosis study of Alzheimer’s disease. Among existing methods, attention-based 3D subject-level methods can not only provide diagnosis results but also interpret the significant brain regions, thereby attracting considerable attent...