Title :
A harmonic retrieval framework for discontinuous motion estimation
Author :
Chen, Wei-ge ; Giannakis, Georgios B. ; Nandhakumar, N.
Author_Institution :
Microsoft Corp., Redmond, WA, USA
Abstract :
Motion discontinuities arise when there are occlusions or multiple moving objects in the scene that is imaged. We show that discontinuous (or multiple) motion estimation can be viewed as a multicomponent harmonic retrieval problem. Compared with existing techniques, the resulting algorithm is not iterative, which not only implies computational efficiency but also obviates concerns regarding convergence or local minima. It also adds flexibility to spatio-temporal techniques which have suffered from lack of explicit modeling of discontinuous motion
Keywords :
frequency estimation; harmonics; motion estimation; algorithm; computational efficiency; discontinuous motion estimation; frequency estimation; motion discontinuities; multicomponent harmonic retrieval; multiple motion estimation; multiple moving objects; occlusions; spatiotemporal techniques; Apertures; Computational efficiency; Convergence; Design methodology; Frequency estimation; Iterative algorithms; Layout; Motion estimation; Regions; Smoothing methods;
Conference_Titel :
Image Processing, 1995. Proceedings., International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-8186-7310-9
DOI :
10.1109/ICIP.1995.529585