Title :
Multiple blocks matching pursuit update algorithm for low bit rate video coding
Author :
Lin, Jian-Liang ; Hwang, Wen-Liang ; Pei, Soo-Chang
Author_Institution :
Inst. of Inf. Sci., Acad. Sinica, Taipei, Taiwan
fDate :
3/1/2006 12:00:00 AM
Abstract :
Matching pursuit (MP) is a greedy algorithm that decomposes a signal into a linear combination of bases within an over-complete dictionary. The MP algorithm is usually only approximated due to its massive computational complexity. By approximating a residual in a subspace, we propose a multiple blocks MP update algorithm for video coding that achieves a faster and better MP approximation than traditional algorithms. As the subspace is dependent on a residual, our algorithm is content-dependent. We evaluate the coding performance, including the peak signal-to-noise ratio, runtime, and subjective quality, of our algorithm and compare it with traditional MP algorithms.
Keywords :
data compression; greedy algorithms; image matching; video coding; greedy algorithm; low bit rate video coding; multiple blocks matching pursuit update algorithm; peak signal-to-noise ratio; Approximation algorithms; Bit rate; Computational complexity; Dictionaries; Greedy algorithms; Matching pursuit algorithms; PSNR; Pursuit algorithms; Runtime; Video coding; Content based video coding; fast algorithm; matching pursuit (MP); video coding;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2006.869969