Anatomical structure characterization of fetal ultrasound images using texture-based segmentation technique via an interactive MATLAB application

被引:1
|
作者
Molina-Giraldo, Saulo [1 ,2 ,3 ,6 ]
Torres-Valencia, Natalia [1 ,2 ]
Torres-Valencia, Cristian [4 ]
Restrepo, Hector Fabio [5 ]
机构
[1] Fdn Univ Ciencias Salud, Hosp San Jose, Dept Obstet & Gynecol, Sect Fetal Therapy & Fetal Surg Unit,Div Meternal, Bogota, Colombia
[2] Fetal therapy & Surg Network FetoNetwork, Bogota, Colombia
[3] Univ Nacl Colombia, Fac Med, Dept Gynecol & Obstet, Div Meternal Fetal Med, Bogota, Colombia
[4] Univ Quindio, Dept Elect Engn, Armenia, Colombia
[5] Fdn Univ Ciencias Salud FUCS, Res Div, Bogota, Colombia
[6] Fetoscop & Fetal Surg Ctr, Therapy Maternal Fetal MedicineUnit, Carrera 19C 90-30,4th floor,Clinicade Mujer-Grp Qu, Bogota, Colombia
关键词
diagnostic imaging; image segmentation; MATLAB; prenatal diagnosis; prenatal ultrasonography;
D O I
10.1002/jcu.23604
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Objective: To describe the texture characteristics in several anatomical structures within fetal ultrasound images by applying an image segmentation technique through an application developed in MATLAB mathematical processing software.Methods: Prospective descriptive observational study with an analytical component. 2D fetal ultrasound images were acquired in patients admitted to the Maternal Fetal Medicine Unit of the Hospital de San Jose, Bogota-Colombia. These images were loaded into the developed application to carry out the segmentation and characterization stages by means of 23 numerical texture descriptors. The data were analyzed with central tendency measures and through an embedding process and Euclidean distance.Results: Forty ultrasound images were included, characterizing 54 structures of the fetal placenta, skull, thorax, and abdomen. By embedding the descriptors, the differentiation of biologically known structures as distinct was achieved, as well as the non-differentiation of similar structures, evidenced using 2D and 3D graphs and numerical data with statistical significance.Conclusion: The texture characterization of the labeled structures in fetal ultrasound images through the numerical descriptors allows the accurate discrimination of these structures.
引用
收藏
页码:189 / 200
页数:12
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