Title :
Motion tracking of deformable objects based on energy minimization using multiscale dynamic programming
Author :
Fujimura, Kouta ; Yokoya, Naokazu ; Yamamoto, Kazuhiko
Author_Institution :
Tsukuba Res. Center, Sanyo Electr. Co. Ltd., Ibaraki, Japan
fDate :
30 Aug-3 Sep 1992
Abstract :
Describes a method for tracking a deformable object in a time-varying image sequence and analyzing the motion of the object. The approach is based upon modeling the boundary of the object as a new active contour model defined by an energy functional in terms of intra- and inter-frame constraints, and then finding the object boundary in the temporal images by minimizing the energy functional using dynamic programming in multiple scales. Motion analysis is carried out by analyzing some characteristic points which are extracted as local curvature extrema along the contour. The proposed method has been successfully applied to the analysis of a slug (Limax flavus) in motion with smooth deformation, in the study of the mechanisms of learning and memory formation in slugs
Keywords :
computer vision; dynamic programming; functional equations; active contour model; computer vision; deformable objects; energy functional; energy minimization; functional equations; learning; memory formation; motion analysis; motion tracking; multiscale dynamic programming; object boundary; slug; temporal images; time-varying image sequence; Active contours; Cities and towns; Dynamic programming; Image motion analysis; Image segmentation; Image sequences; Motion analysis; Motion measurement; Shape; Tracking;
Conference_Titel :
Pattern Recognition, 1992. Vol.I. Conference A: Computer Vision and Applications, Proceedings., 11th IAPR International Conference on
Conference_Location :
The Hague
Print_ISBN :
0-8186-2910-X
DOI :
10.1109/ICPR.1992.201513