DocumentCode :
2592794
Title :
Cast Shadow Removal with GMM for Surface Reflectance Component
Author :
Liu, Zhou ; Huang, Kaiqi ; Tan, Tieniu ; Wang, Liangsheng
Author_Institution :
Inst. of Autom., Chinese Acad. of Sci., Beijing
Volume :
1
fYear :
0
fDate :
0-0 0
Firstpage :
727
Lastpage :
730
Abstract :
Cast shadow on the background is generated by an object moving between a light source and the background. The position and illumination of the source always change with time, while the background is stable. Therefore, features connected with light source always change with time, such as geometry and color. In this paper, we present a shadow removal method by homomorphic model to extract surface reflectance component, which is only connected with background of the scene and is robust to change of light source. We assume that reflectance component fits Gaussian distribution, and then use GMM to model it. Experimental results show that, except dealing with shadow, our method is not sensitive to the change of illumination
Keywords :
Gaussian distribution; image motion analysis; object detection; reflectivity; Gaussian distribution; Gaussian mixture model; cast shadow removal; light source position; source illumination; surface reflectance; Filters; Gaussian distribution; Layout; Light sources; Lighting; Object detection; Pattern recognition; Pixel; Reflectivity; Robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
ISSN :
1051-4651
Print_ISBN :
0-7695-2521-0
Type :
conf
DOI :
10.1109/ICPR.2006.357
Filename :
1698995
Link To Document :
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