Evaluation of Orthodontic Treatment Based on the Registration of X-ray Image Features

被引:0
|
作者
Ge, Yuyan [1 ]
Du, Shaoyi [1 ]
Cui, Wenting [1 ]
Yao, Runzhao [1 ]
Zhao, Jiamin [2 ,3 ]
Han, Mengqi [2 ,3 ]
Guo, Yucheng [1 ,2 ,3 ]
机构
[1] Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian 710049, Shaanxi, Peoples R China
[2] Xi An Jiao Tong Univ, Coll Stomatol, Key Lab Shaanxi Prov Craniofacial Precis Med Res, Xian 710004, Shaanxi, Peoples R China
[3] Xi An Jiao Tong Univ, Dept Orthodont, Stomatol Hosp, Xian 710004, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
scale registration; iterative closest point; correntropy; X-ray image; ALGORITHM;
D O I
10.1109/CAC51589.2020.9327422
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a method using feature-based registration, which quantitatively evaluates orthodontic treatment on X-ray lateral skull radiographs. Considering the problem of inconsistent scales of images before and after orthodontic, and to make the registration more robust to noise, this paper introduces a registration algorithm based on maximum correntropy criterion with scale constraints. By aligning the crania and mandibles separately and aligning teeth on this basis, the quantified movement of four key teeth can be acquired, which indicates the result of orthodontic treatment. Experimental results demonstrate that the proposed method makes evaluation of orthodontic treatment under the same reference and is not sensitive to the error of the mark points, which is accurate and robust.
引用
收藏
页码:4383 / 4387
页数:5
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