DocumentCode :
744929
Title :
Nonrigid registration of 3-D free-hand ultrasound images of the breast
Author :
Xiao, Guofang ; Brady, J. Michael ; Noble, J. Alison ; Burcher, Michael ; English, Ruth
Author_Institution :
Dept. of Eng. Sci., Oxford Univ., UK
Volume :
21
Issue :
4
fYear :
2002
fDate :
4/1/2002 12:00:00 AM
Firstpage :
405
Lastpage :
412
Abstract :
Three-dimensional (3-D) ultrasound imaging of the breast enables better assessment of diseases than conventional two-dimensional (2-D) imaging. Free-hand techniques are often used for generating 3-D data from a sequence of 2-D slice images. However, the breast deforms substantially during scanning because it is composed primarily of soft tissue. This often causes tissue misregistration in spatial compounding of multiple scan sweeps. To overcome this problem, in this paper, instead of introducing additional constraints on scanning conditions, we use image processing techniques. We present a fully automatic algorithm for 3-D nonlinear registration of free-hand ultrasound data. It uses a block matching scheme and local statistics to estimate local tissue deformation. A Bayesian regularization method is applied to the sample displacement field. The final deformation field is obtained by fitting a B-spline approximating mesh to the sample displacement field. Registration accuracy is evaluated using phantom data and similar registration errors are achieved with (0.19 mm) and without (0.16 mm) gaps in the data. Experimental results show that registration is crucial in spatial compounding of different sweeps. The execution time of the method on moderate hardware is sufficiently fast for fairly large research studies.
Keywords :
Bayes methods; biomedical ultrasonics; image matching; image registration; mammography; medical image processing; splines (mathematics); 3-D free-hand ultrasound images; B-spline approximating mesh; Bayesian regularization; block matching; block matching scheme; breast imaging; diseases assessment; local statistics; local tissue deformation; medical diagnostic imaging; nonrigid registration; phantom data; sample displacement field; soft tissue; soft-tissue deformation; spatial compounding; sweeps; tissue misregistration; Bayesian methods; Biological tissues; Breast; Diseases; Image processing; Imaging phantoms; Spline; Statistics; Two dimensional displays; Ultrasonic imaging; Algorithms; Anisotropy; Bayes Theorem; Breast Neoplasms; Fibroadenoma; Humans; Image Enhancement; Imaging, Three-Dimensional; Models, Statistical; Nonlinear Dynamics; Phantom Limb; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography, Mammary;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2002.1000264
Filename :
1000264
Link To Document :
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