DocumentCode
3133827
Title
Evaluation of parallel VQ compression algorithms on an SMP system
Author
Wakatan, Akiyoshi
Author_Institution
Fac. of Sci. & Eng., Konan Univ., Kobe
fYear
2006
fDate
38838
Firstpage
1930
Lastpage
1935
Abstract
Recent processors utilize a variety of parallel processing technologies to boost its performance, and thus it is required that multimedia applications can be efficiently parallelized and can be easily implemented on such a processor with parallel processing features. We implemented parallel algorithms for VQ compression on a shared-memory parallel environment and evaluated the effectivess of the parallel algorithms. On such a system, we evaluate two parallel algorithms for the codebook generation of the VQ compression: parallel LBG and parallel tPNN and find that the parallel tPNN is superior in terms of space complexity, whereas the parallel LBG is superior in terms of time complexity and parallelism. On the other hand, for a codeword search, the p-dist approach and the c-dist approach with the aggregation of synchronizations are suitable for a small codebook, and the c-dist approach and the p-dist approach with the ADM or the strip-mining method are suitable for a large codebook. However, since the aggregation of synchronizations and the strip-mining method increases the space complexity of the algorithm, the p-dist approach and the c-dist approach are more suitable for a small codebook and for a large codebook, respectively
Keywords
computational complexity; data mining; image coding; parallel algorithms; shared memory systems; synchronisation; vector quantisation; SMP system; c-dist approach; codebook generation; codeword search; p-dist approach; parallel LBG algorithm; parallel VQ compression algorithms; parallel processing technologies; parallel tPNN algorithm; shared-memory parallel environment; space complexity; strip-mining method; synchronizations; time complexity; Compression algorithms; Electronic mail; Image coding; Multimedia systems; Parallel algorithms; Parallel processing; Pipelines; Space technology; Streaming media; Yarn; SMP; VQ compression; parallel algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical and Computer Engineering, 2006. CCECE '06. Canadian Conference on
Conference_Location
Ottawa, Ont.
Print_ISBN
1-4244-0038-4
Electronic_ISBN
1-4244-0038-4
Type
conf
DOI
10.1109/CCECE.2006.277373
Filename
4054523
Link To Document