DocumentCode
618688
Title
Experimental efficiency analysis in robust models of spatial correlation optical flow methods under non Gaussian noisy contamination
Author
Kesrarat, Darun ; Patanavijit, Vorapoj
Author_Institution
Dept. of Inf. Technol., Assumption Univ., Bangkok, Thailand
fYear
2013
fDate
15-17 May 2013
Firstpage
1
Lastpage
6
Abstract
In this paper, we present a performance analysis of several robust models of spatial correlation optical flow algorithms including an original spatial correlation optical flow (SCOF), bidirectional for high reliability optical flow (BHR), gradient orientation information for robust motion estimation (GOI), and robust and high reliability based on bidirectional symmetry and median motion estimation (RHR) under the non Gaussian noise conditions. The simulated results are tested on 4 different in foreground and background movement characteristics of standard sequences (AKIYO, CONTAINER, COASTGUARD, and FOREMAN) in a degree of 0.5 sub-pixel translation. In our experiment, an original sequence (no noise), and noise contaminated sequences on Salt & Pepper Noise (SPN) at density (d) = 0.025d, and 0.005d, Speckle Noise (SN) at variance (v) = 0.05v, and 0.01v, and Poisson Noise (PN) are utilized. The experiment concentrates on Peak Signal to Noise Ratio (PSNR) as an indicator in the experimental performance analysis.
Keywords
Poisson distribution; correlation methods; image sequences; reliability; speckle; AKIYO; BHR; COASTGUARD; CONTAINER; FOREMAN; GOI; Poisson noise; RHR; SCOF; SPN; bidirectional for high reliability optical flow; bidirectional symmetry; gradient orientation information; median motion estimation; noise contaminated sequences; nonGaussian noisy contamination; original sequence; robust models; robust motion estimation; salt & pepper noise; spatial correlation optical flow methods; speckle noise; standard sequences; Adaptive optics; Computer vision; Image motion analysis; Noise; Optical imaging; Tin; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2013 10th International Conference on
Conference_Location
Krabi
Print_ISBN
978-1-4799-0546-1
Type
conf
DOI
10.1109/ECTICon.2013.6559474
Filename
6559474
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