A Fast Hybrid Algorithm Combining Regularized Motion Tracking and Predictive Search for Reducing the Occurrence of Large Displacement Errors

被引:33
作者
Jiang, Jingfeng [1 ]
Hall, Timothy J. [1 ]
机构
[1] Univ Wisconsin, Dept Med Phys, Sch Med & Publ Hlth, Madison, WI 53706 USA
关键词
DEEP VENOUS THROMBOSIS; CLINICAL-APPLICATION; ELASTIC PROPERTIES; US ELASTOGRAPHY; BREAST-LESIONS; STRAIN; DIAGNOSIS;
D O I
10.1109/TUFFC.2011.1865
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A hybrid approach that inherits both the robustness of the regularized motion tracking approach and the efficiency of the predictive search approach is reported. The basic idea is to use regularized speckle tracking to obtain high-quality seeds in an explorative search that can be used in the subsequent intelligent predictive search. The performance of the hybrid speckle-tracking algorithm was compared with three published speckle-tracking methods using in vivo breast lesion data. We found that the hybrid algorithm provided higher displacement quality metric values, lower root mean squared errors compared with a locally smoothed displacement field, and higher improvement ratios compared with the classic block-matching algorithm. On the basis of these comparisons, we concluded that the hybrid method can further enhance the accuracy of speckle tracking compared with its real-time counterparts, at the expense of slightly higher computational demands.
引用
收藏
页码:730 / 736
页数:7
相关论文
共 29 条
[1]   Differentiating benign from malignant solid breast masses with US strain imaging [J].
Burnside, Elizabeth S. ;
Hall, Timothy J. ;
Sommer, Amy M. ;
Hesley, Gina K. ;
Sisney, Gale A. ;
Svensson, William E. ;
Fine, Jason P. ;
Jiang, Jinfeng ;
Hangiandreou, Nicholas J. .
RADIOLOGY, 2007, 245 (02) :401-410
[2]   Noise analysis and improvement of displacement vector estimation from angular displacements [J].
Chen, Hao ;
Varghese, Tomy .
MEDICAL PHYSICS, 2008, 35 (05) :2007-2017
[3]   A Hybrid Displacement Estimation Method for Ultrasonic Elasticity Imaging [J].
Chen, Lujie ;
Housden, R. James ;
Treece, Graham M. ;
Gee, Andrew H. ;
Prager, Richard W. .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2010, 57 (04) :866-882
[4]   A quality-guided displacement tracking algorithm for ultrasonic elasticity imaging [J].
Chen, Lujie ;
Treece, Graham M. ;
Lindop, Joel E. ;
Gee, Andrew H. ;
Prager, Richard W. .
MEDICAL IMAGE ANALYSIS, 2009, 13 (02) :286-296
[5]   VOLUMETRIC ELASTICITY IMAGING WITH A 2-D CMUT ARRAY [J].
Fisher, Ted G. ;
Hall, Timothy J. ;
Panda, Satchi ;
Richards, Michael S. ;
Barbone, Paul E. ;
Jiang, Jingfeng ;
Resnick, Jeff ;
Barnes, Steve .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2010, 36 (06) :978-990
[6]  
Fung Y, 2013, Biomechanics: mechanical properties of living tissues
[7]   Imaging of the elastic properties of tissue - A review [J].
Gao, L ;
Parker, KJ ;
Lerner, RM ;
Levinson, SF .
ULTRASOUND IN MEDICINE AND BIOLOGY, 1996, 22 (08) :959-977
[8]   Elastography of breast lesions: Initial clinical results [J].
Garra, BS ;
Cespedes, EI ;
Ophir, J ;
Spratt, SR ;
Zuurbier, RA ;
Magnant, CM ;
Pennanen, MF .
RADIOLOGY, 1997, 202 (01) :79-86
[9]  
Hall TJ, 2002, ULTRASON, P1877
[10]   Beyond the basics: Elasticity imaging with US [J].
Hall, TJ .
RADIOGRAPHICS, 2003, 23 (06) :1657-1671