Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics
Qiu, Shi4; Jin, Yi2,3; Feng, Songhe2,3; Zhou, Tao1; Li, Yidong2,3
刊名Information Fusion
2022-04
卷号80页码:137-145
关键词Brain-computer interface Dwarfism Computer-aided diagnosis Pyradiomics Children Multimodal
ISSN号15662535
DOI10.1016/j.inffus.2021.11.012
产权排序1
英文摘要

Dwarfism refers to the phenomenon that children with same gender and age are lower than two standard deviations of normal height in the same living environment. It is of great significance for early diagnosis and early treatment of dwarfism. Dwarfism can be divided into growth hormone deficiency (GHD) and idiopathic short stature (ISS). GHD can be distinguished by growth hormone, while ISS is difficult to distinguish because its hormone features are not obvious. Thus, a computer-aided diagnosis model based on brain image data and clinical features is established for the first time and a dwarfism prediction algorithm is proposed based on multimodal pyradiomics. Firstly, we establish the extraction of pituitary gland based on tensor and binary wavelet model, as the pituitary gland is an important organ that affects the growth hormone. Then, the multi-dimensional fusion model is established to distinguish dwarfism. In the process of distinguishment, the pyradiomics features and clinical features are extracted to distinguish together. Finally, dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics is realized. © 2021

语种英语
出版者Elsevier B.V.
WOS记录号WOS:000724320000008
内容类型期刊论文
源URL[http://ir.opt.ac.cn/handle/181661/95562]  
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Jin, Yi
作者单位1.School of Computer Science and Engineering, North Minzu University, Yinchuan; Ningxia, China
2.The School of Computer and Information Technology Beijing Jiaotong University, Beijing, China;
3.The Beijing Key Laboratory of Traffic Data Analysis and Mining, Beijing, China;
4.Key Laboratory of Spectral Imaging Technology CAS, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China;
推荐引用方式
GB/T 7714
Qiu, Shi,Jin, Yi,Feng, Songhe,et al. Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics[J]. Information Fusion,2022,80:137-145.
APA Qiu, Shi,Jin, Yi,Feng, Songhe,Zhou, Tao,&Li, Yidong.(2022).Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics.Information Fusion,80,137-145.
MLA Qiu, Shi,et al."Dwarfism computer-aided diagnosis algorithm based on multimodal pyradiomics".Information Fusion 80(2022):137-145.
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace