Title :
The study on infrared image parallel computing based on improved BSP model
Author :
Xue Hong-ye ; Shi Feng-li
Author_Institution :
Coll. of Comput. Sci. & Technol., Xi´an Univ. of Sci. & Technol., Xi´an, China
Abstract :
This paper analyzes the characteristics of parallel algorithm for Image and real-time processing of image which base on the cluster-computer. An improved double-sync(the bulk synchronous and the cycle of synchronization) BSP model is proposed, which provides the capability of the real-time processing. Under the clustered computer system, we adopt the leaping task allocation algorithm and the method of border extrapolation and interpolation with which the problem of loss of super-step in real-time parallel computing is solved. Moreover, the paper sets up the cluster computer system architecture for real-time image processing, and the parallel algorithms of image by application of lifting wavelet transform has been implemented. The same time, we build the speed up-ratio model and then analyzes the performance of the calculation. In addition, the improved BSP model, the leaping task allocation mechanism and the border task method of the validity have been verified by experiments, which are effectual for increasing the real-time of image.
Keywords :
image matching; infrared imaging; parallel algorithms; resource allocation; wavelet transforms; border extrapolation method; bulk synchronous parallel computing model; cluster computer system architecture; image matching; infrared image parallel computing; interpolation method; lifting wavelet transform; parallel algorithm; real-time image processing; speed up-ratio model; synchronization cycle; task allocation algorithm; Algorithm design and analysis; Clustering algorithms; Concurrent computing; Extrapolation; Image analysis; Infrared imaging; Interpolation; Parallel algorithms; Parallel processing; Real time systems; BSP model; Cluster-computer; Speedup-ratio; Wavelet Transform; parallel computing;
Conference_Titel :
Computing, Communication, Control, and Management, 2009. CCCM 2009. ISECS International Colloquium on
Conference_Location :
Sanya
Print_ISBN :
978-1-4244-4247-8
DOI :
10.1109/CCCM.2009.5268161