DocumentCode
1756372
Title
Waveform inversion with source encoding for breast sound speed reconstruction in ultrasound computed tomography
Author
Kun Wang ; Matthews, Thomas ; Anis, Fatima ; Cuiping Li ; Duric, Neb ; Anastasio, Mark
Author_Institution
Dept. of Biomed. Eng., Washington Univ. in St. Louis, St. Louis, MO, USA
Volume
62
Issue
3
fYear
2015
fDate
42064
Firstpage
475
Lastpage
493
Abstract
Ultrasound computed tomography (USCT) holds great promise for improving the detection and management of breast cancer. Because they are based on the acoustic wave equation, waveform inversion-based reconstruction methods can produce images that possess improved spatial resolution properties over those produced by ray-based methods. However, waveform inversion methods are computationally demanding and have not been applied widely in USCT breast imaging. In this work, source encoding concepts are employed to develop an accelerated USCT reconstruction method that circumvents the large computational burden of conventional waveform inversion methods. This method, referred to as the waveform inversion with source encoding (WISE) method, encodes the measurement data using a random encoding vector and determines an estimate of the sound speed distribution by solving a stochastic optimization problem by use of a stochastic gradient descent algorithm. Both computer simulation and experimental phantom studies are conducted to demonstrate the use of the WISE method. The results suggest that the WISE method maintains the high spatial resolution of waveform inversion methods while significantly reducing the computational burden.
Keywords
acoustic tomography; computerised tomography; image reconstruction; mammography; medical image processing; phantoms; waveform analysis; WISE method; acoustic wave equation; breast cancer; breast sound speed reconstruction; phantom study; random encoding vector; sound speed distribution; stochastic gradient descent algorithm; stochastic optimization problem; ultrasound computed tomography breast imaging; waveform inversion with source encoding; waveform inversion-based reconstruction method; Acoustics; Breast; Encoding; Image reconstruction; Imaging; Mathematical model; Propagation;
fLanguage
English
Journal_Title
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
Publisher
ieee
ISSN
0885-3010
Type
jour
DOI
10.1109/TUFFC.2014.006788
Filename
7055442
Link To Document