Title :
Fast motion estimation algorithm based on predictive line diamond search technology
Author :
Ding, Guiguang ; Dai, Qionghai ; Xu, Wenli
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
Motion estimation (ME) is one of the most time-consuming parts in video encoding systems, and significantly affects the output quality of an encoded sequence. In this paper, a new algorithm is presented, referred to as the predictive line diamond search (PLDS), which is a gradient descent search combined with a new search strategy, namely, one-dimensional line search (1DLS). 1DLS assists a local search around an initial search center with a low computational complexity. After performing 1DLS, a small diamond search pattern and a more compact line search pattern are adaptively used according to the results of the previous search. Our experimental results show that, compared with the previous techniques, the proposed algorithm has lower computational complexity and provides better prediction performance, especially for fast or complex motion sequences.
Keywords :
gradient methods; image sequences; motion estimation; search problems; video coding; 1DLS; complex motion sequences; computational complexity reduction; encoded sequence; gradient descent search; motion estimation; one-dimensional line search; output quality; prediction performance; predictive line diamond search; video encoding; Automation; Broadband communication; Computational complexity; Hardware; Image motion analysis; Motion compensation; Motion estimation; Prediction algorithms; Software standards; Video coding;
Conference_Titel :
Communications, Circuits and Systems, 2005. Proceedings. 2005 International Conference on
Print_ISBN :
0-7803-9015-6
DOI :
10.1109/ICCCAS.2005.1493463