Cross-Domain Brain CT Image Smart Segmentation via Shared Hidden Space Transfer FCM Clustering | |
Xia, Kaijian2; Yin, Hongsheng3; Jin, Yong4; Qiu, Shi1; Zhao, Hongru5 | |
刊名 | ACM Transactions on Multimedia Computing, Communications and Applications
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2020-07 | |
卷号 | 16期号:2s |
关键词 | Image segmentation transfer clustering FCM clustering clinical diagnosis |
ISSN号 | 15516857;15516865 |
DOI | 10.1145/3357233 |
产权排序 | 4 |
英文摘要 | Clustering is an important issue in brain medical image segmentation. Original medical images used for clinical diagnosis are often insufficient for clustering in the current domain. As there are sufficient medical images in the related domains, transfer clustering can improve the clustering performance of the current domain by transferring knowledge across the related domains. In this article, we propose a novel shared hidden space transfer fuzzy c-means (FCM) clustering called SHST-FCM for cross-domain brain computed tomography (CT) image segmentation. SHST-FCM projects both the data samples of the source domain and target domain into the shared hidden space, such that the distributions of the two domains are as close as possible. In the learned shared subspace, the data samples of the source domain serve as the auxiliary knowledge to aid the clustering process in the target domain. Extensive experiments on brain CT medical image datasets indicate the effectiveness of the proposed method. © 2020 ACM. |
语种 | 英语 |
出版者 | Association for Computing Machinery |
WOS记录号 | WOS:000583712600004 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/93626] ![]() |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Xia, Kaijian |
作者单位 | 1.Xi'An Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, 17 information Avenue, Xi'an, Shanxi; 710119, China; 2.Changshu No. 1 People's Hospital, Shuyuan road, Changshu, Jiangsu; 215500, China; 3.School of Information and Control Engineering, China University of Mining and Technology, Daxue road, Xuzhou, Jiangsu; 221116, China; 4.School of Computer Science and Engineering, Changshu Institute of Technology, 99 South Third Ring Road, Changshu, Jiangsu; 215500, China; 5.Department of Neurology, First Affiliated Hospital, Soochow University, 899 Pinghai Road, Suzhou, Jiangsu; 215006, China |
推荐引用方式 GB/T 7714 | Xia, Kaijian,Yin, Hongsheng,Jin, Yong,et al. Cross-Domain Brain CT Image Smart Segmentation via Shared Hidden Space Transfer FCM Clustering[J]. ACM Transactions on Multimedia Computing, Communications and Applications,2020,16(2s). |
APA | Xia, Kaijian,Yin, Hongsheng,Jin, Yong,Qiu, Shi,&Zhao, Hongru.(2020).Cross-Domain Brain CT Image Smart Segmentation via Shared Hidden Space Transfer FCM Clustering.ACM Transactions on Multimedia Computing, Communications and Applications,16(2s). |
MLA | Xia, Kaijian,et al."Cross-Domain Brain CT Image Smart Segmentation via Shared Hidden Space Transfer FCM Clustering".ACM Transactions on Multimedia Computing, Communications and Applications 16.2s(2020). |
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