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
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;
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
DOI :
10.1109/ECTICon.2013.6559474