Title :
Selection of the Lagrange multiplier for block-based motion estimation criteria
Author :
Sangi, Pekka ; Heikkilä, Janne ; Silven, Olli
Author_Institution :
Machine Vision Group, Oulu Univ., Finland
Abstract :
In hybrid video coding, motion vectors used for motion compensation constitute an important set of decisions. Cost functions for block motion estimation that take the smoothness of the resulting motion vector field into account, in addition to the motion compensated prediction error, have been proposed. Computationally simple derivatives of sum of absolute differences and sum of squared differences-based criteria are studied in this paper. Cost functions are based on Lagrangian rate-distortion formulation, and the basic question is how the Lagrangian multiplier involved should be selected. Assumptions behind these cost functions are discussed, and a new method is derived for determining the multiplier. Comparisons with other strategies are made with experiments. The results show that the selection of the multiplier is not critical.
Keywords :
motion compensation; motion estimation; optimisation; rate distortion theory; video coding; Lagrange multiplier selection; Lagrangian optimization; Lagrangian rate-distortion formulation; block motion estimation cost functions; block-based motion estimation criteria; hybrid video coding; motion compensated prediction error; motion vectors; motion-compensated transform video coding; sum of absolute differences; sum of squared differences; Bit rate; Cost function; Discrete cosine transforms; Encoding; Lagrangian functions; Motion compensation; Motion estimation; Rate distortion theory; Rate-distortion; Video coding;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326547