Title :
Multihypothesis motion estimation for video coding
Author :
Flierl, Markus ; Girod, Bernd
Author_Institution :
Telecommun. Lab., Erlangen-Nurnberg Univ., Germany
Abstract :
Multihypothesis motion-compensating predictors combine several motion-compensated signals to predict the current frame of a video signal. This paper applies the wide-sense stationary theory of multihypothesis motion compensation for hybrid video codecs to multihypothesis motion estimation. This allows us to study the influence of the displacement error correlation on the efficiency of multihypothesis motion compensation. Reducing the displacement error correlation between the hypotheses decreases the variance of the multihypothesis prediction error. We derive a property for the displacement error correlation coefficient for an optimal multihypothesis motion estimator in the mean squared error sense. We observe for the wide-sense stationary model that jointly optimal motion estimation improves the prediction performance and reduces the prediction error variance up to 12 dB per accuracy refinement step compared to 6 dB per accuracy refinement step for uncorrelated displacement errors. Consequently, the gain of multihypothesis motion-compensated prediction with jointly optimal motion estimation over motion-compensated prediction increases by improving the accuracy of each hypothesis. We also discuss the combination of hypotheses with additive noise and extend the predictor by the optimum Wiener filter
Keywords :
Wiener filters; mean square error methods; motion compensation; motion estimation; prediction theory; video coding; Wiener filter; additive noise; current frame prediction; displacement error correlation; hybrid video codecs; mean squared error sense; motion-compensated signals; motion-compensating predictors; multihypothesis motion compensation; multihypothesis motion estimation; multihypothesis prediction error; prediction error variance; video coding; wide-sense stationary theory; Information systems; Iterative algorithms; Laboratories; Motion compensation; Motion estimation; Predictive models; Video codecs; Video coding; Video compression; Wiener filter;
Conference_Titel :
Data Compression Conference, 2001. Proceedings. DCC 2001.
Conference_Location :
Snowbird, UT
Print_ISBN :
0-7695-1031-0
DOI :
10.1109/DCC.2001.917165