DocumentCode :
177843
Title :
Structure-preserving dual-energy CT for luggage screening
Author :
Martin, Larry K. ; Karl, W.C. ; Ishwar, Prakash
Author_Institution :
Dept. of Electr. & Comput. Eng., Boston Univ., Boston, MA, USA
fYear :
2014
fDate :
4-9 May 2014
Firstpage :
1175
Lastpage :
1179
Abstract :
We propose a new structure-preserving dual-energy (SPDE) CT inversion technique for luggage screening, which can mitigate metal artifacts and provide precise object localization. Such artifact reduction can increase material identification accuracy in security applications. Our main objective is formation of enhanced photoelectric and Compton pixel property images from dual-energy X-ray tomographic data. We achieve this aim by incorporating three important elements in a single unified framework. First, we generate our images as the solution of a joint optimization problem, which explicitly models the projection process. Second, we include metal aware data weighting to reduce streaks and metal artifacts. Third, we estimate a regularized joint boundary field and apply it to both the photoelectric and Compton images in order to improve object localization as well as smoothing inside the objects. We evaluate the performance of the method using real dual-energy data. We demonstrate a significant reduction in noise and metal artifacts.
Keywords :
Compton effect; X-ray microscopy; computerised tomography; national security; optimisation; Compton pixel property images; SPDE CT inversion; artifact reduction; computed tomography; dual-energy X-ray tomographic data; luggage screening; material identification accuracy; metal artifact mitigation; metal aware data weighting; noise reduction; optimization problem; photoelectric images; precise object localization; projection process; real dual-energy data; security applications; structure-preserving dual-energy CT inversion; Computed tomography; Image reconstruction; Materials; Mathematical model; Metals; Signal to noise ratio; X-ray imaging; Dual-Energy X-ray tomography; National security; Reconstruction; Structure-preserving;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
Type :
conf
DOI :
10.1109/ICASSP.2014.6853782
Filename :
6853782
Link To Document :
بازگشت