Deep 3D Convolutional Neural Network Architectures for Alzheimer’s Disease Diagnosis

Hiroki Karasawa*, Chien-Liang Liu, Hayato Ohwada

*此作品的通信作者

研究成果: Conference contribution同行評審

33 引文 斯高帕斯(Scopus)

摘要

Dementia has become a social problem in the aging society of advanced countries. Currently, 46.8 million people have dementia worldwide, and that figure is predicted to increase threefold to 130 million people by 2050. Alzheimer’s disease (AD) is the most common form of dementia. The cost of care for AD patients in 2015 was 818 billion US dollars and is expected to increase dramatically in the future, due to the increasing number of patients as a result of the aging society. However, it is still very difficult to cure AD; thus, the detection of AD is crucial. This study proposes the use of machine learning to detect AD using brain image data, with the goal of reducing the cost of diagnosing and caring for AD patients. Most machine learning algorithms rely on good feature representations, which are commonly obtained manually and require domain experts to provide guidance. Feature extraction is a time-consuming and labor-intensive task. In contrast, the 3D Convolutional Neural Network (3DCNN) automatically learns feature representation from images and is not greatly affected by image processing. However, the performance of CNN depends on its layer architecture. This study proposes a novel 3DCNN architecture for MRI image diagnosis of AD.

原文English
主出版物標題Intelligent Information and Database Systems - 10th Asian Conference, ACIIDS 2018, Proceedings
編輯Hoang Pham, Ngoc Thanh Nguyen, Bogdan Trawinski, Duong Hung Hoang, Tzung-Pei Hong
發行者Springer Verlag
頁面287-296
頁數10
ISBN(列印)9783319754161
DOIs
出版狀態Published - 1 1月 2018
事件10th International scientific conferences on research and applications in the field of intelligent information and database systems, ACIIDS 2018 - Dong Hoi City, Viet Nam
持續時間: 19 3月 201821 3月 2018

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10751 LNAI
ISSN(列印)0302-9743
ISSN(電子)1611-3349

Conference

Conference10th International scientific conferences on research and applications in the field of intelligent information and database systems, ACIIDS 2018
國家/地區Viet Nam
城市Dong Hoi City
期間19/03/1821/03/18

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