干旱区生态环境知识资源中心(Arid): An MRI Scans-Based Alzheimer's Disease Detection via Convolutional Neural Network and Transfer Learning

Arid

DOI	10.3390/diagnostics12071531
	An MRI Scans-Based Alzheimer's Disease Detection via Convolutional Neural Network and Transfer Learning
	Chui, Kwok Tai; Gupta, Brij B.; Alhalabi, Wadee; Alzahrani, Fatma Salih
通讯作者	Chui, KT
来源期刊	DIAGNOSTICS
EISSN	2075-4418
出版年	2022
卷号	12 期号:7
英文摘要	Alzheimer's disease (AD) is the most common type (>60%) of dementia and can wreak havoc on the psychological and physiological development of sufferers and their carers, as well as the economic and social development. Attributed to the shortage of medical staff, automatic diagnosis of AD has become more important to relieve the workload of medical staff and increase the accuracy of medical diagnoses. Using the common MRI scans as inputs, an AD detection model has been designed using convolutional neural network (CNN). To enhance the fine-tuning of hyperparameters and, thus, the detection accuracy, transfer learning (TL) is introduced, which brings the domain knowledge from heterogeneous datasets. Generative adversarial network (GAN) is applied to generate additional training data in the minority classes of the benchmark datasets. Performance evaluation and analysis using three benchmark (OASIS-series) datasets revealed the effectiveness of the proposed method, which increases the accuracy of the detection model by 2.85-3.88%, 2.43-2.66%, and 1.8-40.1% in the ablation study of GAN and TL, as well as the comparison with existing works, respectively.
英文关键词	Alzheimer's disease automatic diagnosis convolutional neural network deep learning dementia generative adversarial network imbalanced dataset MRI scans transfer learning
类型	Article
语种	英语
开放获取类型	gold, Green Published
收录类别	SCI-E
WOS记录号	WOS:000833293700001
WOS关键词	OPEN ACCESS SERIES
WOS类目	Medicine, General & Internal
WOS研究方向	General & Internal Medicine
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/392238
推荐引用方式 GB/T 7714	Chui, Kwok Tai,Gupta, Brij B.,Alhalabi, Wadee,et al. An MRI Scans-Based Alzheimer's Disease Detection via Convolutional Neural Network and Transfer Learning[J],2022,12(7).
APA	Chui, Kwok Tai,Gupta, Brij B.,Alhalabi, Wadee,&Alzahrani, Fatma Salih.(2022).An MRI Scans-Based Alzheimer's Disease Detection via Convolutional Neural Network and Transfer Learning.DIAGNOSTICS,12(7).
MLA	Chui, Kwok Tai,et al."An MRI Scans-Based Alzheimer's Disease Detection via Convolutional Neural Network and Transfer Learning".DIAGNOSTICS 12.7(2022).