IJAPM 2011 Vol.1(1): 78-81 ISSN: 2010-362X
DOI: 10.7763/IJAPM.2011.V1.15
DOI: 10.7763/IJAPM.2011.V1.15
Fast Level Set Evolution of Region Based Segmentation of Satellite and Medical Imagery on Noisy Images
G. Raghotham Reddy, K. Ramudu, A. Srinivas, and R. Rameshwar Rao
Abstract—in this paper, we proposed a novel global segmentation method for satellite images with active contour model on noisy images with ten percentage of salt and pepper. It was implemented with a special technique selective binary and Gaussian filtering regularized level set evolution. First we selectively penalize the level set function to be binary and then use a Gaussian smoothing kernel to regularize it. The advantages of our method is a new region based signed pressure force(SPF) function is proposed, which can step effectively the contour at weak or blurred edges and automatically detect the interior and exterior boundaries with the initial contour being any where in the images effected with noise. The proposed method can implement by the simple finite difference scheme. Experiments on satellite images with noise demonstrate the advantages of the proposed method over the Chan-Vase (CV) active contour in terms of the number of Iterations.
Index Terms—Active contours, Image segmentation, Chanvase model, Level set method.
G.Raghotham Reddy, is with the Department of ECE, KITS, Warangal- 15, India. (grr_ece@yahoo.com).
K.Ramudu, is with the Department of ECE, KITS, Warangal-15, India. (ramudukama@gmail.com).
A.Srinivas, is with the Department of ECE, KITS, Warangal-15, India. (srinivas_azmeera@yahoo.com).
R.Rameshwar Rao, is with the Department of ECE, OUCE, OU, Hyderabad(rameshwarrao@hotmail.com).
Index Terms—Active contours, Image segmentation, Chanvase model, Level set method.
G.Raghotham Reddy, is with the Department of ECE, KITS, Warangal- 15, India. (grr_ece@yahoo.com).
K.Ramudu, is with the Department of ECE, KITS, Warangal-15, India. (ramudukama@gmail.com).
A.Srinivas, is with the Department of ECE, KITS, Warangal-15, India. (srinivas_azmeera@yahoo.com).
R.Rameshwar Rao, is with the Department of ECE, OUCE, OU, Hyderabad(rameshwarrao@hotmail.com).
Cite: G. Raghotham Reddy, K. Ramudu, A. Srinivas, and R. Rameshwar Rao, "Fast Level Set Evolution of Region Based Segmentation of Satellite and Medical Imagery on Noisy Images," International Journal of Applied Physics and Mathematics vol. 1, no. 1, pp. 78-81, 2011.
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General Information
ISSN: 2010-362X (Online)
Abbreviated Title: Int. J. Appl. Phys. Math.
Frequency: Quarterly
APC: 500USD
DOI: 10.17706/IJAPM
Editor-in-Chief: Prof. Haydar Akca
Abstracting/ Indexing: INSPEC(IET), CNKI, Google Scholar, EBSCO, Chemical Abstracts Services (CAS), etc.
E-mail: editor@ijapm.org
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