干旱区生态环境知识资源中心(Arid): AlexNet approach for early stage Alzheimer's disease detection from MRI brain images

Arid

DOI	10.1016/j.matpr.2021.04.415
	AlexNet approach for early stage Alzheimer's disease detection from MRI brain images
	Kumar, L. Sathish; Hariharasitaraman, S.; Narayanasamy, Kanagaraj; Thinakaran, K.; Mahalakshmi, J.; Pandimurugan, V
通讯作者	Kumar, LS (corresponding author)，VIT Bhopal Univ, Bhopal 466114, Madhya Pradesh, India.
会议名称	1st International Conference on Computations in Materials and Applied Engineering (CMAE)
会议日期	MAY 01-02, 2021
会议地点	INDIA
英文摘要	Alzheimer's is a neurodegenerative disorder that affects the brain and cognitive function. Early finding of Alzheimer's disorder of the beginning stages it means Mild Cognitive Impairment (MCI). It is difficult to find these issues. According to these issues, we proposed a classification model that applies the AlexNet framework to retrieve significant characteristics effectively from MRI (Magnetic Resonance Imaging) medical images to diagnose Alzheimer's at the MCI level. The proposed model is tested using a large data set of the Open Access Series of Imaging Studies (OASIS) Brain dataset. The proposed model has taken all parts of the human brain that are axial, sagittal, and frontal for Alzheimer's disease detection, and its yield 98.35% accuracy by using more than 1 lakh MRI Alzheimer's images. (c) 2021 Elsevier Ltd. All rights reserved. Selection and peer-review under responsibility of the scientific committee of the 1st International Conference on Computations in Materials and Applied Engineering - 2021.
英文关键词	Alzheimer's disease detection AlexNet MRI brain images Machine learning
来源出版物	MATERIALS TODAY-PROCEEDINGS
ISSN	2214-7853
出版年	2022
卷号	51
页码	58-65
出版者	ELSEVIER
类型	Proceedings Paper
语种	英语
收录类别	CPCI-S
WOS记录号	WOS:000753509200009
WOS类目	Materials Science, Multidisciplinary
WOS研究方向	Materials Science
资源类型	会议论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/379073
作者单位	[Kumar, L. Sathish; Hariharasitaraman, S.; Pandimurugan, V] VIT Bhopal Univ, Bhopal 466114, Madhya Pradesh, India; [Narayanasamy, Kanagaraj] JJ Coll Arts & Sci, Pudukkottai, Tamil Nadu, India; [Thinakaran, K.] Saveetha Sch Engn, SIMATS, Chennai, Tamil Nadu, India; [Mahalakshmi, J.] PSG Coll Arts & Sci, Coimbatore, Tamil Nadu, India
推荐引用方式 GB/T 7714	Kumar, L. Sathish,Hariharasitaraman, S.,Narayanasamy, Kanagaraj,et al. AlexNet approach for early stage Alzheimer's disease detection from MRI brain images[C]:ELSEVIER,2022:58-65.