Title :
Global motion estimation using variable block sizes and its application to object segmentation
Author :
Arvanitidou, Marina Georgia ; Glantz, Alexander ; Krutz, Andreas ; Sikora, Thomas ; Mrak, Marta ; Kondoz, Ahmet
Author_Institution :
Commun. Syst. Group, Tech. Univ. Berlin, Berlin
Abstract :
Global motion is estimated either in the pixel domain or in block based domain. Until now, all the approaches regarding the latter are based on fixed sized blocks while the recent compression methods tend to use variable block sizes during motion estimation. In this paper we present a new procedure for global motion estimation based on a variable block size motion vector field. A block matching algorithm which is able to adapt the block size according to the motion complexity within the frame is used. The resulting motion vectors are employed for global motion estimation. Furthermore, binary foreground-background masks are created based on the frame-by-frame motion compensated differences by exploiting spatial conditions through anisotropic diffusion filtering. For global motion estimation the performance evaluation in terms of background PSNR shows an enhancement of more than 2.5 dB in the well-known ldquoStefanrdquo sequence, compared to the conventional case of fixed block size, at a reasonable implementation complexity.
Keywords :
data compression; filtering theory; image coding; image segmentation; matrix algebra; motion compensation; motion estimation; anisotropic diffusion filtering; binary foreground-background masks; block based domain; block matching algorithm; compression methods; global motion estimation; object segmentation; variable block size motion vector field; Anisotropic magnetoresistance; Automatic voltage control; Filtering; Motion estimation; Object segmentation; Partitioning algorithms; Rate-distortion; Video coding; Video compression; Video sequences;
Conference_Titel :
Image Analysis for Multimedia Interactive Services, 2009. WIAMIS '09. 10th Workshop on
Conference_Location :
London
Print_ISBN :
978-1-4244-3609-5
Electronic_ISBN :
978-1-4244-3610-1
DOI :
10.1109/WIAMIS.2009.5031460