干旱区生态环境知识资源中心(Arid): Lightweight deep residual network for Alzheimer's disease classification using sMRI slices

Arid

DOI	10.3233/JIFS-211247
	Lightweight deep residual network for Alzheimer's disease classification using sMRI slices
	Zhang, Yanteng; Teng, Qizhi; Qing, Linbo; Liu, Yan; He, Xiaohai
通讯作者	He, XH
来源期刊	JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
ISSN	1064-1246
EISSN	1875-8967
出版年	2022
卷号	42 期号:3 页码:1885-1893
英文摘要	Alzheimer's disease (AD) is a degenerative brain disease and the most common cause of dementia. In recent years, with the widespread application of artificial intelligence in the medical field, various deep learning-based methods have been applied for AD detection using sMRI images. Many of these networks achieved AD vs HC (Healthy Control) classification accuracy of up to 90% but with a large number of computational parameters and floating point operations (FLOPs). In this paper, we adopt a novel ghost module, which uses a series of cheap operations of linear transformation to generate more feature maps, embedded into our designed ResNet architecture for task of AD vs HC classification. According to experiments on the OASIS dataset, our lightweight network achieves an optimistic accuracy of 97.92% and its total parameters are dozens of times smaller than state-of-the-art deep learning networks. Our proposed AD classification network achieves better performance while the computational cost is reduced significantly.
英文关键词	Deep learning ghost module residual network AD classification
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000752849700039
WOS类目	Computer Science, Artificial Intelligence
WOS研究方向	Computer Science
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/376708
推荐引用方式 GB/T 7714	Zhang, Yanteng,Teng, Qizhi,Qing, Linbo,et al. Lightweight deep residual network for Alzheimer's disease classification using sMRI slices[J],2022,42(3):1885-1893.
APA	Zhang, Yanteng,Teng, Qizhi,Qing, Linbo,Liu, Yan,&He, Xiaohai.(2022).Lightweight deep residual network for Alzheimer's disease classification using sMRI slices.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,42(3),1885-1893.
MLA	Zhang, Yanteng,et al."Lightweight deep residual network for Alzheimer's disease classification using sMRI slices".JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 42.3(2022):1885-1893.