DocumentCode
3285245
Title
Real-time foreground-background segmentation based on improved codebook model
Author
Li, Qi ; Shao, Chunfu ; Yue, Hao ; Li, Juan
Author_Institution
MOE Key Lab. for Transp. Complex, Beijing Jiaotong Univ., Beijing, China
Volume
1
fYear
2010
fDate
16-18 Oct. 2010
Firstpage
269
Lastpage
273
Abstract
An improved codebook model is presented to efficiently segment foreground from dynamic scenes in the paper. The model divides video frames into blocks and takes into account the spatial relations between pixels and the adjacent pixels in the blocks rather than seen the pixels independent. It uses the block means instead of pixel wises to construct codebooks. After comparison the brightness distortion and lightness distortion of the incoming pixels with codebook in HSV (hue, saturation, value) color space, foreground can be determined and segmented from background. Then using the block mean updates the codebook if the number of the pixels considered as foreground in the block is over half the block size. Experiments results show that the improved algorithm is efficient and can be used to real-time foreground-background segmentation.
Keywords
image coding; image colour analysis; image segmentation; HSV color space; brightness distortion; codebook model; foreground segmentation; lightness distortion; real-time foreground-background segmentation; spatial relation; Adaptation model; Algorithm design and analysis; Brightness; Computational modeling; Image color analysis; Pixel; block mean; codebook model; forground background segmentation;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location
Yantai
Print_ISBN
978-1-4244-6513-2
Type
conf
DOI
10.1109/CISP.2010.5648265
Filename
5648265
Link To Document