Title :
Spatio-temporal moments and generalized spectral analysis of divergent images for motion estimation
Author :
Burlina, Philippe ; Chellappa, Rama
Author_Institution :
Center for Autom. Res., Maryland Univ., College Park, MD, USA
Abstract :
This paper addresses the use of transform methods applied to the analysis of dynamic sequences and to the characterization of image motion. It is shown that image motion resulting from arbitrary 3D camera translation is conveniently analyzed in the Mellin transform (MT) domain associated with space as well as time dimensions, resulting in the desired factorization of the generalized spectrum into a structural component corresponding to the spatial MT of the static image and a MT component depending on the image motion itself (a motion support). This has potential applications for the recovery of image motion and time to collision (TTC) from integral image brightness measurements. We study the relationship between TTC to an imaged object on the resulting MT spectral motion support; conversely we study the recovery of TTC from MT spectral analysis along time and space directions. Different cases of Mellin parameters are examined
Keywords :
brightness; image sequences; motion estimation; spectral analysis; transforms; 3D camera translation; Mellin parameters; Mellin transform domain; divergent images; dynamic image sequences; generalized spectral analysis; generalized spectrum factorization; image motion; image motion recovery; imaged object; integral image brightness measurements; motion estimation; space direction; spatio-temporal moments; spectral analysis; spectral motion support; static image; structural component; time dimension; time to collision; transform methods; Brightness; Cameras; Image analysis; Image converters; Image motion analysis; Image sequence analysis; Motion analysis; Motion measurement; Spectral analysis; Time measurement;
Conference_Titel :
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
Conference_Location :
Austin, TX
Print_ISBN :
0-8186-6952-7
DOI :
10.1109/ICIP.1994.413329