DocumentCode :
1581524
Title :
The study on shadow removal on transform domain GMM foreground segmentation
Author :
Nakagami, Kazuki ; Nishitani, Takao
Author_Institution :
Tokyo Metropolitan Univ., Tokyo, Japan
fYear :
2010
Firstpage :
867
Lastpage :
872
Abstract :
This paper describes a novel shadow removal method for computationally efficient transform domain foreground segmentation. As the foreground segmentation is carried out by using Walsh Transform domain, DC component as well as AC components in a transform block can be easily used for shadow removal. The DC component shows average brightness, but the AC components are related to texture of the block. A novel shadow removal uses the fact that texture of the shadow is unchanged and this leads to a simple approach to reduce shadow areas from the detected foreground objects. The experimental results show that the approach clearly eliminates shadow areas.
Keywords :
Gaussian processes; Walsh functions; image segmentation; image texture; object detection; AC components; DC component; GMM foreground segmentation; Gaussian mixture model; Walsh Transform domain; block. texture; brightness; object detection; shadow removal; transform block;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Information Technologies (ISCIT), 2010 International Symposium on
Conference_Location :
Tokyo
Print_ISBN :
978-1-4244-7007-5
Electronic_ISBN :
978-1-4244-7009-9
Type :
conf
DOI :
10.1109/ISCIT.2010.5665110
Filename :
5665110
Link To Document :
بازگشت