DocumentCode :
3108408
Title :
A parallel algorithm for side information generation in Distributed Video Coding
Author :
Wang, Peng ; Liu, Xiaodong
Author_Institution :
Broadband Network & Multimedia Res. Center, Tsinghua Univ., Shenzhen, China
fYear :
2009
fDate :
5-8 July 2009
Firstpage :
1322
Lastpage :
1326
Abstract :
Most of the reported Distributed Video Coding (DVC) schemes have a high time-delay in decoder which hinders its practical application in real-time systems. In this paper, we propose a new DVC decoder architecture based on MPI clusters and an efficient parallel algorithm for generation of the Side Information (SI) based on the structure. In order to achieve a balanced workload among the processors and minimize the overheads of inter-process interaction, we adopt a task-pool model to implement dynamic mapping of tasks onto processors. In addition, the proposed method also uses a threshold-based approach to attain good trade-off between decoding time and video quality. We analyze the effect of computational granularity and the number of processors on performance through defining a performance function. The experimental results on multicore PCs show that a near-linear speedup can be obtained by using the proposed parallel SI generating algorithm.
Keywords :
decoding; image segmentation; message passing; minimisation; parallel algorithms; video coding; balanced workload; computational granularity; decoder architecture; distributed video coding; high time-delay; inter-process interaction; message passing; parallel algorithm; real-time system; side information; task-pool model; threshold-based approach; Cameras; Computer architecture; IEC standards; ISO standards; Iterative decoding; Multicore processing; Parallel algorithms; Surveillance; Video coding; Video compression;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, 2009. ISIE 2009. IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4347-5
Electronic_ISBN :
978-1-4244-4349-9
Type :
conf
DOI :
10.1109/ISIE.2009.5213774
Filename :
5213774
Link To Document :
بازگشت