Title :
Motion statistics based region merging in video sequences
Author :
Nguyen, Hung T. ; Worring, M. ; Dev, Amita
Author_Institution :
Intelligent Sensory Inf. Syst., Amsterdam Univ.
Abstract :
An important step in most techniques for video segmentation is the merging of regions having similar motion. We propose a new motion based similarity measure between regions that explicitly incorporates uncertainty in the estimation of motion parameters. A new hierarchical merging algorithm using this measure is developed. The robustness of the proposed algorithm has been confirmed by experiments on both artificial and real data. A comparative analysis showed improved performance over other methods
Keywords :
image segmentation; image sequences; motion estimation; multimedia computing; parameter estimation; statistical analysis; video signal processing; hierarchical merging algorithm; motion based similarity measure; motion parameter estimation; motion statistics based region merging; uncertainty; video segmentation; video sequences; Cultural differences; Electronic commerce; Image reconstruction; Layout; Merging; Space technology; Statistical distributions; Statistics; Video sequences; Workstations;
Conference_Titel :
Multimedia Computing and Systems, 1999. IEEE International Conference on
Conference_Location :
Florence
Print_ISBN :
0-7695-0253-9
DOI :
10.1109/MMCS.1999.779295