Title :
PSO based bit rate optimization for MPEG-1/2 video coding
Author :
Arachchi, H. Kodikara ; Fernando, W.A.C.
Author_Institution :
Sch. of Eng. & Design, Brunel Univ., Uxbridge, UK
Abstract :
One of the significant problems in video compression schemes is the high fluctuation in output data rate over the video sequence. These compression schemes, in general, utilize a rate control algorithm in order to maintain the output data rate at a constant level regardless of the properties of the video sequence and differences in compression ratios of different picture types. In this paper, we propose a novel rate control algorithm with the particle swarm optimization (PSO) (J. Kennedy and R.C. Ebehart, 1948) technique for offline MPEG-1/2 codecs. We model the rate control problem as an optimization problem and use the PSO to obtain a better optimal solution. Experimental results show that the proposed method can improve the average picture signal to noise ratio (PSNR) by more than 2 dB.
Keywords :
particle swarm optimisation; video codecs; video coding; MPEG-1/2; PSO; bit rate optimization; particle swarm optimization; picture signal to noise ratio; rate control algorithm; video coding; video compression schemes; video sequence; Bit rate; Codecs; Fluctuations; Optimal control; Particle swarm optimization; Signal to noise ratio; Transform coding; Video coding; Video compression; Video sequences; MPEG; PSO; Rate Control; Video Coding;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530058