Title :
Dynamic Pattern Search Algorithm with Zero Motion Prejudgment for Fast Motion Estimation
Author :
Arora, Shaifali M. ; Rajpal, Navin ; Purwar, Ravinder
Author_Institution :
USICT, Delhi, India
Abstract :
In the development of fast block based motion estimation (BME) algorithms, the focus is always on reduction of computational burden with quality as good as that of Full Search algorithm. Various fixed search BME algorithms like TSS, DS etc. Have been proposed in the literature for fast motion estimation but these suffer from over or under search for slow or fast motion video sequences. For quick determination of motion vector of fast moving blocks large search patterns would be helpful but this may cause unnecessary searches for small motion. Therefore a Dynamic Pattern Search algorithm had been suggested that uses the spatial coherence of the left adjacent block and temporal coherence of the collocated block from the reference frame to adjust the search pattern size. Further it was found that large numbers of blocks especially in slow motion sequences are zero motion blocks. Their early determination enhances the speed of motion estimation. A dynamic zero threshold determination model is implemented in this paper to speed up the motion estimation in Dynamic Pattern Search Algorithm. Simulation results clearly indicates 70-95% speed gain for slow motion sequences.
Keywords :
image sequences; motion estimation; search problems; video signal processing; BME algorithms; collocated block; dynamic pattern search algorithm; dynamic zero threshold determination model; fast block based motion estimation algorithms; fast motion video sequences; left adjacent block; motion sequences; motion vector; reference frame; search pattern size; spatial coherence; temporal coherence; zero motion prejudgment; Dynamics; Heuristic algorithms; Motion estimation; PSNR; Prediction algorithms; Vectors; Video sequences; Motion Estimation; Pattern Search; Zero motion prejudgment;
Conference_Titel :
Advanced Computing & Communication Technologies (ACCT), 2015 Fifth International Conference on
Conference_Location :
Haryana
Print_ISBN :
978-1-4799-8487-9
DOI :
10.1109/ACCT.2015.133