Title :
Computing two motions from three frames
Author :
Bergen, James R. ; Burt, Peter J. ; Hingorani, Rajesh ; Peleg, Shmuel
Author_Institution :
David Sarnoff Res. Center, Princeton, NJ, USA
Abstract :
A fundamental assumption made in formulating optical-flow algorithms is that motion at any point in any image can be represented as a single pattern undergoing a simple translation: even complex motion will appear as a uniform displacement when viewed through a sufficiently small window. This assumption fails in a number of common situations. The authors propose an alternative formulation in which there may be two distinct patterns undergoing coherent motion within a given local analysis region. They then present an algorithm for the analysis of two-component motion. They also demonstrate that the algorithm provides precise motion estimates for a set of elementary two-motion configurations, and show that it is robust in the presence of noise
Keywords :
computer vision; computerised picture processing; coherent motion; complex motion; computer vision; image; optical-flow algorithms; two-component motion; uniform displacement; Algorithm design and analysis; Image analysis; Image motion analysis; Image segmentation; Image sequences; Layout; Motion analysis; Motion estimation; Optical noise; Pattern analysis;
Conference_Titel :
Computer Vision, 1990. Proceedings, Third International Conference on
Conference_Location :
Osaka
Print_ISBN :
0-8186-2057-9
DOI :
10.1109/ICCV.1990.139486