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 |
DOI | 10.1016/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. |
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