標題: rho-GGD SOURCE MODELING FOR WAVELET COEFFICIENTS IN IMAGE/VIDEO CODING
作者: Tsai, Chia-Yang
Hang, Hsueh-Ming
電子工程學系及電子研究所
Department of Electronics Engineering and Institute of Electronics
關鍵字: discrete wavelet transform (DWT);interframe wavelet video coding;Laplacian distribution;generalized Gaussian distribution (GGD);rho-GGD
公開日期: 2008
摘要: A rho-GGD source model is proposed in this paper. The probability distribution of wavelet coefficients has been previously modeled as Laplacian or generalized Gaussian distribution (GGD). The Laplacian model is simple in calculation but not accurate; on the other hand, GGD is accurate but requires a very complicated modeling procedure. In this paper, we introduce a new parameter rho into the GGD source model, where rho is the probability of zero-value coefficients. The shape parameter of the GGD model can then be easily estimated from rho and the standard deviation. Moreover, a piecewise linear approximation method is proposed to further reduce complexity. Our experiments show that the rho-GGD model has high accuracy and consistent performance for modeling the wavelet coefficient pdfs for both spatial 2-D DWT and interframe wavelet video cases.
URI: http://hdl.handle.net/11536/2741
ISBN: 978-1-4244-2570-9
期刊: 2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4
起始頁: 601
結束頁: 604
Appears in Collections:Conferences Paper