Dual Attention Multi-Instance Deep Learning for Alzheimer's Disease Diagnosis With Structural MRI

Structural magnetic resonance imaging (sMRI) is widely used for the brain neurological disease diagnosis, which could reflect the variations of brain. However, due to the local brain atrophy, only a few regions in sMRI scans have obvious structural changes, which are highly correlative with patholog...

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Veröffentlicht in:	IEEE transactions on medical imaging 2021-09, Vol.40 (9), p.2354-2366
Hauptverfasser:	Zhu, Wenyong, Sun, Liang, Huang, Jiashuang, Han, Liangxiu, Zhang, Daoqiang
Format:	Artikel
Sprache:	eng
Schlagworte:	Alzheimer's disease Alzheimer’s disease diagnosis Atrophy Attention attention mechanism Brain Cerebrum Classification Cognitive ability Computer Science Computer Science, Interdisciplinary Applications convolutional neural network Deep learning Diagnosis discriminative pathological location Diseases Engineering Engineering, Biomedical Engineering, Electrical & Electronic Feature extraction Grey matter Imaging Science & Photographic Technology Life Sciences & Biomedicine Machine learning Magnetic resonance imaging Medical diagnosis multi-instance learning Neurodegenerative diseases Neuroimaging Neurological diseases Pathology Radiology, Nuclear Medicine & Medical Imaging Science & Technology sMRI Technology
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