DocumentCode
2919533
Title
GPU based extraction of moving objects without shadows under intensity changes
Author
Fukui, Shinji ; Iwahori, Yuji ; Woodham, Robert J.
Author_Institution
Fac. of Educ., Aichi Univ. of Educ., Kariya
fYear
2008
fDate
1-6 June 2008
Firstpage
4165
Lastpage
4172
Abstract
This paper proposes a GPU based algorithm for extracting moving objects in real time. The whole process of the proposed approach is handled on GPU. GPU is used for acceleration and the proposed approach increases processing speed dramatically. The method uses a* component and b* component of CIELAB color space without extracting shadow areas as moving objects. It is robust to intensity changes because an estimated background image is generated and moving objects are extracted using background subtraction of the estimated background image and the observed image. The proposed method reduces the times for transferring calculation results from GPU into CPU and the opposite transfer. Reducing the transfer times contributes to speeding up of the proposed method. Results are demonstrated with experiments on real data.
Keywords
feature extraction; image colour analysis; image motion analysis; image sequences; video signal processing; CIELAB color space; GPU based extraction; background image; background subtraction; intensity changes; moving objects; Acceleration; Application software; Brightness; Color; Colored noise; Data mining; Lighting; Noise robustness; Object detection; Video sequences;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location
Hong Kong
Print_ISBN
978-1-4244-1822-0
Electronic_ISBN
978-1-4244-1823-7
Type
conf
DOI
10.1109/CEC.2008.4631366
Filename
4631366
Link To Document