Title :
Limited Angle Reconstruction Utilizing Improved Particle Swarm Optimization
Author :
Du, Chenlin ; Wen, Junhai ; Shi, Donghao ; Yang, Rui
Author_Institution :
Dept. of Biomed. Eng., Beijing Inst. of Technol., Beijing, China
Abstract :
Computed tomography technology has wide applications in industrial non-destructive tests, medical fields, and public security. In practice, incomplete projection is often acquired because of limitations on the detection environment, time and cost. Iterative reconstruction algorithm has a major potential to achieve superior results on the reconstruction with incomplete projection data. In this paper, we presented an iterative approach utilizing improved Particle Swarm Optimization, which can efficiently reconstruct the image from incomplete projection data by solving global optimization problem. Simulation results showed that the proposed algorithm has better convergence speed and reconstruction quality.
Keywords :
computerised tomography; convergence; image reconstruction; iterative methods; nondestructive testing; particle swarm optimisation; computed tomography technology; convergence speed; detection environment; global optimization problem; image reconstruction; incomplete projection data; industrial nondestructive tests; iterative reconstruction algorithm; limited angle reconstruction; medical fields; particle swarm optimization; public security; Algorithm design and analysis; Computed tomography; Convergence; Image reconstruction; Iterative methods; Optimization; Particle swarm optimization; computed tomographic reconstruction; limited angle; particle swarm optimization;
Conference_Titel :
Biomedical Engineering and Biotechnology (iCBEB), 2012 International Conference on
Conference_Location :
Macau, Macao
Print_ISBN :
978-1-4577-1987-5
DOI :
10.1109/iCBEB.2012.265