Medical Image Registration Technique Based on Partial Differential Equation

被引:1
|
作者
Ouhda, Mohamed [1 ]
Aksasse, Brahim [2 ]
Zarouit, Yousra [2 ]
机构
[1] Sultan Moulay Slimane Univ, Higher Sch Technol, Dept Comp & Social Engn, Khenifra, Morocco
[2] Moulay Ismail Univ, Fac Sci & Technol, Dept Comp Sci, Errachidia, Morocco
来源
2020 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS) | 2020年
关键词
Clubfoot equinovarus; partial differential equations; image registration; displacement field; PONSETI METHOD; SEGMENTATION; CLUBFOOT;
D O I
10.1109/icds50568.2020.9268770
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The radiological examination of congenital clubfoot is used not only in primary differential diagnostics and documentation, but frequently in follow-up as well. To eliminate the radiation risk, ultrasound is a relatively simple, and it is easily available, also, an inexpensive procedure for objective documentation of clubfoot correction. Image registration has a vast range of applications, and it is essential in order to study the evolution of pathology of a patient or to take full advantage of the complementary information coming from multimodal imagery. The purpose of the registration is to determine a transformation source image I-s onto target image I-t. Ideally, one wants to determine a displacement field to improve the evaluation of the anatomy and the mobility of talus and calcaneus in clubfeet. The deformable registration calculates the displacement field, by minimizing energy functional, consisting of a regularization term and sum of square residuals of corresponding two sets of N points, between the two images. The proposed method is successfully applied to estimate displacement vector fields to improve the evaluation of the anatomy and the mobility of talus and calcaneus in clubfeet using a registration multimodal medical method based on Partial Differential Equation (PDE).
引用
收藏
页数:6
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