Title :
A non-iterative motion vector based global motion estimation algorithm
Author :
Su, Yeping ; Sun, Ming-Ting
Author_Institution :
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
Abstract :
Global motion compensation (GMC) is a coding tool introduced in MPEG-4 advanced simple profile (ASP); it can improve the coding efficiency on video sequences with global motion. Conventional pixel-domain iterative global motion estimation (GME) algorithms for estimating the perspective transform model parameters are very computationally demanding, and thus its applicability is restricted. A fast non-iterative GME algorithm is proposed for estimating the perspective transform global motion parameters from the motion vectors (MV) obtained from the block matching process. The proposed algorithm first fits multiple global motion models from groups of input MVs, then, a robust estimate is formed by a histogram-based postprocessing. Simulation results show the proposed algorithm can achieve superior coding performance while using much fewer computations compared to the iterative approaches.
Keywords :
data compression; image matching; image sequences; motion compensation; motion estimation; parameter estimation; video coding; MPEG-4 ASP; MPEG-4 advanced simple profile; block matching; coding efficiency; coding tool; global motion compensation; global motion estimation; iterative motion estimation algorithms; motion vectors; noniterative motion estimation algorithm; perspective transform model parameter estimation; video sequences; Application specific processors; Computational modeling; Iterative algorithms; MPEG 4 Standard; Motion compensation; Motion estimation; Noise robustness; Sun; Video compression; Video sequences;
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-8603-5
DOI :
10.1109/ICME.2004.1394289