Title :
A non-parametric method for fast joint rate-distortion optimization of motion estimation and DFD coding
Author :
Shen, Jiandong ; Chan, Wai-Yip
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
Abstract :
Exact joint rate-distortion (RD) optimization of motion estimation and displaced-frame-difference (DFD) signal coding is highly computationally complex. We propose a low-complexity but effective search scheme. Major complexity reduction is achieved by: (1) eliminating suboptimal displacement vector (DV) candidates from joint optimization, and (2) using a dynamic programming algorithm to optimize DFD coding. DV candidate elimination is based on predicting the order of the RD-Lagrange costs. Order prediction is found to be much more reliable than using parametric functions to predict the exact cost values. In comparison with an H.263 test model, with advanced prediction mode enabled, the proposed scheme furnishes up to about 1 dB of PSNR improvement
Keywords :
computational complexity; dynamic programming; motion estimation; nonparametric statistics; optimisation; rate distortion theory; video coding; DFD coding; PSNR improvement; complexity reduction; displaced-frame-difference signal coding; dynamic programming algorithm; joint optimization; low-complexity search scheme; motion estimation; nonparametric method; order prediction; rate distortion-Lagrange costs; rate-distortion optimization; suboptimal displacement vector candidates elimination; video coding; Cost function; Design for disassembly; Dynamic programming; Heuristic algorithms; Motion estimation; Optimization methods; PSNR; Predictive models; Rate-distortion; Testing;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.727400