DocumentCode :
3417333
Title :
Motion detection using Lucas Kanade algorithm and application enhancement
Author :
Siong, Lee Yee ; Mokri, Siti Salasiah ; Hussain, Aini ; Ibrahim, Norazlin ; Mustafa, Mohd Marzuki
Author_Institution :
Dept. of Electr., Electron. & Syst., Univ. Kebangsaan Malaysia, Bangi, Malaysia
Volume :
02
fYear :
2009
fDate :
5-7 Aug. 2009
Firstpage :
537
Lastpage :
542
Abstract :
Currently, computational of the optical flow of a sequence of images still remains a challenge in video processing. There are no specific techniques that can sufficiently generate an accurate and dense optical flow. Computational using local variable such as Lucas Kanade algorithm does not provide a good segmentation which indirectly affects the pattern of the optical flow obtained. In this paper, we will only focus on differential methods which are Lucas Kanade and Horn Schunck. We investigated the difference in standalone Lucas Kanade algorithm and the effect when it is combined with global variable such as number of iteration and smoothing from Horn Schunck algorithm and filtering. Comparison is made based on the optical flow pattern, segmentation of the motion of the images and the processing time. Experiments on the images show that by using the derivation of partial derivative in Lucas Kanade in Horn Schunck algorithm with the smoothing effect and number of iteration along with filters will result in better segmentation and better optical flow. Thus, this shows that the computation of intensity will influence the optical flow.
Keywords :
image enhancement; image motion analysis; image segmentation; image sequences; iterative methods; smoothing methods; Horn Schunck algorithm; Lucas Kanade algorithm; filtering; image enhancement; image segmentation; image sequence; iteration; motion detection; optical flow; smoothing; Brightness; Equations; Filtering algorithms; Image motion analysis; Image segmentation; Motion detection; Nonlinear optics; Optical computing; Optical filters; Smoothing methods; Horn Schunck; Lucas Kanade; Motion detection; Optical flow;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Engineering and Informatics, 2009. ICEEI '09. International Conference on
Conference_Location :
Selangor
Print_ISBN :
978-1-4244-4913-2
Type :
conf
DOI :
10.1109/ICEEI.2009.5254757
Filename :
5254757
Link To Document :
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