Title :
Parallel Implementation of DPCM Decoding for SMP Systems
Author :
Wakatani, Akiyoshi
Author_Institution :
Fac. of Sci. & Eng., Konan Univ., Kobe
Abstract :
DPCM (differential pulse code modulation) coding is widely used in many applications including lossless JPEG compression. DPCM decoding is inherently a 1-indexed or 2-indexed recurrence relation. Thus, although it is hard to parallelize efficiently, some (N log N)or (log2 N) algorithms have been studied for an N times N image with N times N or N processors. Recently commodity microprocessors are equipped with plural cores and SMP architectures are utilized in some PCs, but the number of parallelism is not so large (up to 80). Thus, it is unrealistic that the image processing of an N times N image is parallelized with N times N or N processors. In this paper, we implements two parallel DPCM algorithms for an N times N image on P processors (P << N): Fat-pipeline and P-scheme. Our experimental results show that both approaches provide the parallelisms of about 3.2 with 6 processing cores.
Keywords :
data compression; decoding; differential pulse code modulation; image coding; parallel algorithms; scanning probe microscopy; DPCM decoding; SMP systems; differential pulse code modulation; image processing; lossless JPEG compression; parallel implementation; Application software; Decoding; Difference equations; Image coding; Modulation coding; Parallel processing; Pulse compression methods; Pulse modulation; Software engineering; Transform coding; DPCM; lossless JPEG; multi-core; multi-threads; parallel; synchronization;
Conference_Titel :
Software Engineering Research, Management and Applications, 2008. SERA '08. Sixth International Conference on
Conference_Location :
Prague
Print_ISBN :
978-0-7695-3302-5
DOI :
10.1109/SERA.2008.13