DocumentCode
3026741
Title
A gradient-based rate control algorithm with applications to MPEG video
Author
Lin, Liang-Jin ; Ortega, Antonio ; Kuo, C. C Jay
Author_Institution
Signal & Image Process. Inst., Univ. of Southern California, Los Angeles, CA, USA
Volume
3
fYear
1995
fDate
23-26 Oct 1995
Firstpage
392
Abstract
In this paper, we present a rate control algorithm for MPEG video. The goal is to minimize the distortion while keeping the change in distortion between consecutive frames small. We formulate this goal as a constrained optimization problem and find a solution using an iterative gradient search method. To reduce the computation cost, we propose a model based on spline curves to approximate the rate distortion functions which also takes into account the frame dependencies. Simulations on short video sequences show that, at the same bit rate and buffer constraint, our technique generates output sequences with smaller and more stable mean square error than other approaches, while maintaining strictly constant bit rate for every group of pictures, at the expense of higher computation cost
Keywords
image sequences; iterative methods; minimisation; rate distortion theory; splines (mathematics); telecommunication standards; video coding; MPEG video; buffer constraint; computation cost; constant bit rate; constrained optimization problem; distortion minimization; frame dependencies; gradient-based rate control algorithm; iterative gradient search method; mean square error; output sequences; rate distortion functions; short video sequences; simulations; spline curves; Bit rate; Computational efficiency; Computational modeling; Constraint optimization; Cost function; Iterative algorithms; Iterative methods; Rate-distortion; Search methods; Spline;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 1995. Proceedings., International Conference on
Conference_Location
Washington, DC
Print_ISBN
0-8186-7310-9
Type
conf
DOI
10.1109/ICIP.1995.537654
Filename
537654
Link To Document