P2P-enhanced Distributed Computing in EM Medical Image Reconstruction
نویسندگان
چکیده
As the algorithms that are used to reconstruct medical images from measurable projection data continue to become mature, medical image reconstruction has remained an interesting and important topic to medical researcher. The main challenge in medical image reconstruction is how to establish an economical and efficient computing system that can be used to perform fast image reconstructions. In this paper, we present a distributed computing system that is based on P2P technologies; and demonstrate how the design and implementation of this system addresses the challenge through a case study of an iterative EM medical image reconstruction algorithm. Computational experiments are designed to study the performance of the EM algorithm using the system. In the aggregate, this study provides an insights into the large-scale computation of iterative medical image reconstruction in a Grid environment.
منابع مشابه
Review of Parallel Computing Techniques for Computed Tomography Image Reconstruction
After we briefly review representative analytic and iterative reconstruction algorithms for X-ray computed tomography (CT), we address the need for faster reconstruction by parallel computing techniques. For a decent, a cone-beam reconstruction usually takes hours on a regular PC, since most of algorithms take more than 60 iterations even longer. In order to speedup the performance, people intr...
متن کاملP2P Network Trust Management Survey
Peer-to-peer applications (P2P) are no longer limited to home users, and start being accepted in academic and corporate environments. While file sharing and instant messaging applications are the most traditional examples, they are no longer the only ones benefiting from the potential advantages of P2P networks. For example, network file storage, data transmission, distributed computing, and co...
متن کاملAn Inter-Iteration Parallel Algorithm for PET Image Reconstruction
Received 2/2/2001; revised 3/28/2001; accepted 4/19/2001. For correspondence or reprints contact: Wei-Min Jeng, Ph.D., Department of Computer Information Science, Soochow University, 56, Section 1, Kwei-Yang Street, Taipei, Taiwan. Tel: (886)2-23111531 ext. 3444, Fax: (886)2-23756878, E-mail: [email protected] Image reconstruction using positron emission tomography (PET) involves estimating ...
متن کاملParallel computing techniques for computed tomography
X-ray computed tomography is a widely adopted medical imaging method that uses projections to recover the internal image of a subject. Since the invention of X-ray computed tomography in the 1970s, several generations of CT scanners have been developed. As 3D-image reconstruction increases in popularity, the long processing time associated with these machines has to be significantly reduced bef...
متن کاملFast System Matrix Calculation in CT Iterative Reconstruction
Introduction: Iterative reconstruction techniques provide better image quality and have the potential for reconstructions with lower imaging dose than classical methods in computed tomography (CT). However, the computational speed is major concern for these iterative techniques. The system matrix calculation during the forward- and back projection is one of the most time- cons...
متن کامل