DocumentCode :
454804
Title :
The Effects of Motion and Spatio-temporal Non-uniform Illumination on Image-pair Joint Scattergrams
Author :
Farmer, Michael E. ; Kittali, Sushma
Author_Institution :
Dept. of Comput. Sci., Eng. Sci. & Phys., Univ. of Michigan-Flint
Volume :
2
fYear :
2006
fDate :
14-19 May 2006
Abstract :
Accurate and robust image change detection and motion segmentation has been of substantial interest in the image processing and computer vision communities. Spatio-temporal illumination effects such as complex lighting effects involving moving light bands or moving shadow bands can confuse existing motion segmentation algorithms, which are based on analysing the greyscale image directly. While efforts have been made to improve the robustness of motion segmentation algorithms under varying illumination, the results to date are still not completely satisfactory. We propose using the joint scattergram between two images as the representational space for analyzing motion. These scattergrams have properties which can distinguish motion from complex illumination changes. We verify these properties of the scattergram on image datasets captured in the laboratory as well as outdoors and show its utility as a robust representational domain
Keywords :
image motion analysis; image representation; image segmentation; lighting; complex lighting effects; computer vision; greyscale image; image datasets; image processing; image-pair joint scattergrams; motion analysis; motion segmentation algorithms; moving light bands; moving shadow bands; robust image change detection; robust representational domain; spatio-temporal nonuniform illumination; Change detection algorithms; Computer vision; Image analysis; Image motion analysis; Image processing; Light scattering; Lighting; Motion detection; Motion segmentation; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
ISSN :
1520-6149
Print_ISBN :
1-4244-0469-X
Type :
conf
DOI :
10.1109/ICASSP.2006.1660334
Filename :
1660334
Link To Document :
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