Title :
Reconstruction of CT images based on cross-entropy method
Author :
Wang, Qi ; Wang, Huaxiang ; Yan, Yong
Author_Institution :
Sch. of Electr. Eng. & Autom., Tianjin Univ., Tianjin, China
Abstract :
This paper describes the system models that are developed for multi-phase flow CT through the use of the Geant4 simulating software toolkit. Models with five, seven and nine radiation sources are reconstructed. In order to improve the resolution of the CT images reconstructed using conventional algorithms, a cross-entropy minimization technique together with an information extension method is proposed. A minimum cross-entropy (MCE) method - SMART is presented. The choices of weighting factors and prior information are discussed. This method improves the spatial resolution and reduces artifacts effectively. Both simulation and experimental results show that the SMART method improves not only the quality of reconstructed images but also the real time performance.
Keywords :
computerised tomography; image reconstruction; image resolution; CT image reconstruction; Geant4 simulating software toolkit; SMART; cross-entropy minimization technique; minimum cross-entropy; multiphase flow CT; Automation; Computed tomography; Computer architecture; Digital art; Image reconstruction; Image resolution; Positron emission tomography; Software tools; Spatial resolution; Statistical analysis; computerized tomography (CT); cross-entropy method; image reconstruction; information extension; multi-phase flow;
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC), 2010 IEEE
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-2832-8
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2010.5488272