Title :
Compressed domain global motion estimation using the Helmholtz Tradeoff Estimator
Author :
Tok, Michael ; Glantz, Alexander ; Arvanitidou, Marina Georgia ; Krutz, Andreas ; Sikora, Thomas
Author_Institution :
Commun. Syst. Group, Tech. Univ. Berlin, Berlin, Germany
Abstract :
Several algorithms for global motion estimation in video sequences using pixel- or block-based approaches have been published. Most known pixel-based methods lack in performance while when using block-based algorithms working on motion vectors, robustness to outliers and accuracy is missing. In this paper we present the fundamentals of a significantly improved, robust block-based method for global motion estimation in compressed domain following the generic Helmholtz principle. To this aim, we use motion vector fields as provided by MPEG data streams. Background PSNR values for four motion compensated test sequences show that our new method delivers results comparable to more complex algorithms.
Keywords :
Helmholtz equations; data compression; image sequences; motion compensation; motion estimation; video coding; Helmholtz tradeoff estimator; MPEG data stream; background PSNR value; block-based method; compressed domain; generic Helmholtz principle; global motion estimation; motion compensated test sequence; motion vector field; video sequence; Estimation; Motion estimation; PSNR; Pixel; Robustness; Tracking; Transform coding; Global Motion Estimation; Helmholtz Tradeoff Estimator; compressed domain; robust regression;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5652525