An improved distortion model for rate control of DCT-based video coding

This paper presents a rate control algorithm for the dominant discrete cosine transform (DCT)-based video coding. It is developed based on a more accurate rate-distortion (R-D) model, specifically, a new distortion-quantization (D-Q) model. Different from previous work that employs a uniform D-Q model or an empirical distortion model, our work proposes an accurate distortion model, which can quantitatively describe the relationship of distortion with respect to video source information and the selected quantization resolution. Based on understanding the distribution of source frequency coefficients and the quantization theory, our distortion model is proposed. This distortion model is combined with the classical R-D theory to generate a new rate model. Finally, the proposed model is implemented on an MPEG-4 encoder to perform rate control for a low-delay visual communication system. We also compare the proposed rate control with the VM18 rate control and it has been shown to be more efficient

[1]  Jordi Ribas-Corbera,et al.  Rate control in DCT video coding for low-delay communications , 1999, IEEE Trans. Circuits Syst. Video Technol..

[2]  Lu Guan,et al.  MPEG 4 Video Verification Model , 1999 .

[3]  Joseph W. Goodman,et al.  A mathematical analysis of the DCT coefficient distributions for images , 2000, IEEE Trans. Image Process..

[4]  Lawrence A. Rowe,et al.  DCT coefficient distributions , 1996, Electronic Imaging.

[5]  N. Jayant,et al.  Digital Coding of Waveforms: Principles and Applications to Speech and Video , 1990 .

[6]  Hsueh-Ming Hang,et al.  Source model for transform video coder and its application. I. Fundamental theory , 1997, IEEE Trans. Circuits Syst. Video Technol..

[7]  Hsueh-Ming Hang,et al.  Source model for transform video coder and its application. II. Variable frame rate coding , 1997, IEEE Trans. Circuits Syst. Video Technol..

[8]  A. V. Levy,et al.  Almost uniformity of quantization errors , 1991 .

[9]  ZhangYa-Qin,et al.  Scalable rate control for MPEG-4 video , 2000 .

[10]  Hayder Radha,et al.  Statistical analysis and distortion modeling of MPEG-4 FGS , 2003, Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429).

[11]  Jerry D. Gibson,et al.  Distributions of the Two-Dimensional DCT Coefficients for Images , 1983, IEEE Trans. Commun..

[12]  Yong Yan,et al.  A novel distortion-quantization model and its application in low bitrate video communications , 2002, Proceedings. International Conference on Image Processing.

[13]  Tihao Chiang,et al.  A new rate control scheme using quadratic rate distortion model , 1997, IEEE Trans. Circuits Syst. Video Technol..

[14]  Hayder Radha,et al.  Rate-distortion modeling of scalable video coders , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[15]  Zhengguo Li,et al.  A study of MPEG-4 rate control scheme and its improvements , 2003, IEEE Trans. Circuits Syst. Video Technol..

[16]  A. Sripad,et al.  A necessary and sufficient condition for quantization errors to be uniform and white , 1977 .