Segmentation of fetal ultrasound images

被引:64
|
作者
Jardim, SMGVB
Figueiredo, MAT
机构
[1] Escola Super Tecnol, Inst Politecn Castelo Branco, P-6000767 Castelo Branco, Portugal
[2] Univ Tecn Lisboa, Inst Telecomunicacoes, Inst Super Tecn, Lisbon, Portugal
来源
ULTRASOUND IN MEDICINE AND BIOLOGY | 2005年 / 31卷 / 02期
关键词
ultrasound images; fetal anatomic structures; contour estimation; statistical framework; maximum likelihood criterion; region-based model;
D O I
10.1016/j.ultrasmedbio.2004.11.003
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper describes a new method for segmentation of fetal anatomic structures from echographic images. More specifically, we estimate and measure the contours of the femur and of cranial cross-sections of fetal bodies, which can thus be automatically measured. Contour estimation is formulated as a statistical estimation problem, where both the contour and the observation model parameters are unknown. The observation model (or likelihood function) relates, in probabilistic terms, the observed image with the underlying contour. This likelihood function is derived from a region-based statistical image model. The contour and the observation model parameters are estimated according to the maximum likelihood (ML) criterion, via deterministic iterative algorithms. Experiments reported in the paper, using synthetic and real images, testify for the adequacy and good performance of the proposed approach. (E-mail: sandraj@est.ipcb.pt) (C) 2005 World Federation for Ultrasound in Medicine Biology.
引用
收藏
页码:243 / 250
页数:8
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