Title :
Hierarchical motion estimation with content-based meshes
Author :
Al-Regib, Ghassan ; Altunbasak, Yucel ; Mersereau, Russell M.
Author_Institution :
Center for Signal & Image Process., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
Two-dimensional mesh-based models provide a good alternative to motion estimation and compensation. The estimation of the best node-point motion vectors is a challenging task. To this effect, Nakaya and Harashima (1994) proposed a hexagonal matching procedure. Toklu et al. improved the hexagonal search algorithm in terms of both motion-estimation accuracy and computational complexity by employing a hierarchy of regular meshes. Recognizing the limitations of regular meshes, Van Beek et al. (1997) extended Toklu et al.´s (1996) work by utilizing content-based meshes. Here, we provide an alternative hierarchical motion-estimation method with content-based meshes where hierarchical representations are employed for both the images and the irregular meshes in order to provide further improvements in computational complexity as well as motion accuracy. The comparison results are provided with real video sequences.
Keywords :
data compression; image representation; image sequences; motion estimation; video coding; computational complexity; content-based meshes; hexagonal matching procedure; hexagonal search algorithm; hierarchical motion estimation; hierarchical motion-estimation method; hierarchical representations; image representation; motion-estimation accuracy; node-point motion vectors estimation; real video sequences; regular meshes; two-dimensional mesh-based models; Bayesian methods; Computational complexity; Equations; Image coding; Layout; Motion compensation; Motion estimation; PSNR; Video compression; Video sequences;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2003.816520