Title :
Analysis of Performance Evaluation of Parallel Katsevich Algorithm for 3-D CT Image Reconstruction
Author :
Ni, Jun ; Deng, Junjun ; Yu, Hengyong ; He, Tao ; Wang, Ge
Author_Institution :
Dept. of Radiol., Iowa Univ., Iowa City, IA
Abstract :
The first theoretically exact spiral cone-beam CT reconstruction algorithm developed was by Katsevich. Recently, Yu et al. implemented the algorithm numerically. Although the method is very promising, the computation is very intensive. It requires huge amount of computer time. Recently, people began to parallelize the algorithm for achieving high performance computation. This paper presents an analysis of data decomposition and data communication in the parallel Katsevich algorithm and develops an analysis expression to evaluate the performance of the algorithm parallelism. The results based on the analytical model and numerical benchmarks compared in a fare agreement. The analytical model provides a great tool to evaluate high performance computing benchmarks in the parallel Katsevich algorithms
Keywords :
computerised tomography; image reconstruction; medical image processing; parallel algorithms; 3D spiral cone-beam CT image reconstruction algorithm; data communication; data decomposition; high performance computing; parallel Katsevich algorithm performance evaluation; Algorithm design and analysis; Analytical models; Computed tomography; Concurrent computing; High performance computing; Image analysis; Image reconstruction; Performance analysis; Reconstruction algorithms; Spirals;
Conference_Titel :
Computer and Computational Sciences, 2006. IMSCCS '06. First International Multi-Symposiums on
Conference_Location :
Hanzhou, Zhejiang
Print_ISBN :
0-7695-2581-4
DOI :
10.1109/IMSCCS.2006.38