Title :
Fast multi-frame motion estimation for video processing
Author :
Wang, Demin ; Zhang, Liang ; Vincent, André
Author_Institution :
Commun. Res. Centre, Ottawa, ON, Canada
Abstract :
Motion estimation is being utilized more and more in video post-production and display for a wide range of applications. These applications require accurate motion trajectories at low computational cost. This paper presents a novel motion estimation algorithm that combines the accuracy of MAP estimation with the speed of hierarchical block-matching algorithm (BMA). This MAP estimation uses three consecutive pictures, instead of the conventional two, and one previously estimated motion field to exploit the temporal correlation between motion fields and to determine motion in occluded areas. The optimization of the MAP estimation is performed using full search and implemented by means of look-up tables. The full search ensures that the optimization converges to the global minimum, while the look-up tables dramatically reduce the computational cost. Experiment results show that the proposed algorithm provides motion trajectories that are much more accurate than those obtained using the full-search BMA and hierarchical BMA. It is much faster than the full-search BMA, but slower than the hierarchical BMA.
Keywords :
correlation methods; image matching; maximum likelihood estimation; motion estimation; table lookup; video signal processing; MAP estimation; fast multiframe motion estimation algorithm; hierarchical block-matching algorithm; look-up tables; motion trajectories; video post-production; video processing; Bayesian methods; Computational efficiency; Computational modeling; Hardware; Motion estimation; Optimization methods; Pixel; Simulated annealing; Trajectory; Video coding; MAP estimation; Motion estimation; video processing;
Conference_Titel :
Broadband Multimedia Systems and Broadcasting, 2009. BMSB '09. IEEE International Symposium on
Conference_Location :
Bilbao
Print_ISBN :
978-1-4244-2590-7
Electronic_ISBN :
978-1-4244-2591-4
DOI :
10.1109/ISBMSB.2009.5133770