Title :
One-Sided
-GGD Source Modeling and Rate-Distortion Optimization in Scalable Wavelet Video Coder
Author :
Tsai, Chia-Yang ; Hang, Hsueh-Ming
Author_Institution :
Dept. of Electron. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
We develop an accurate source model, one-sided ρ-generalized Gaussian distribution (GGD), for approximating the residual signals in scalable wavelet video coding. An efficient piecewise linear expression is suggested to estimate the shape parameter of the one-sided ρ-GGD. We also improve the model accuracy in matching the real data by modifying the ρ parameter estimation formula. Continuing our previous work on developing the motion information gain metric to measure the motion information efficiency, we now incorporate the one-sided ρ -GGD model in the cost function, which is used for deciding the motion vectors and motion estimation mode in scalable wavelet video coding. Compared with the conventional Lagrangian optimization, our simulation results show that the new mode decision method generally improves the peak signal-to-noise ratio performance in the combined signal-to-noise ratio and temporal scalability cases.
Keywords :
Gaussian distribution; image matching; motion estimation; optimisation; rate distortion theory; video coding; wavelet transforms; ρ-parameter estimation formula; Lagrangian optimization; cost function; efficient piecewise linear expression; mode decision method; motion estimation mode; motion information efficiency; motion vectors; one-sided ρ-GGD source modeling; one-sided ρ-generalized Gaussian distribution; peak signal-to-noise ratio; rate-distortion optimization; residual signal approximation; scalable wavelet video coder; scalable wavelet video coding; shape parameter estimation; Approximation methods; Bit rate; Encoding; Image coding; Probability distribution; Rate-distortion; Shape; Interframe wavelet video; motion information gain (MIG); one-sided $rho$-GGD; scalable wavelet video;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2011.2125530