Title :
Region based segmentation of satellite and medical imagery with level set evolution
Author :
Reddy, G. Raghotham ; Ramudu, K. ; Srinivas, A. ; Rao, R. Rameshwar
Author_Institution :
Dept. of ECE, Kakatiya Univ., Warangal, India
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.
Keywords :
filtering theory; geophysical image processing; image denoising; image restoration; image segmentation; medical image processing; set theory; Chan-Vase active contour model; Gaussian filtering regularized level set evolution; blurred edges; exterior boundary detection; global segmentation method; interior boundary detection; medical imagery; noisy images; region based segmentation; region based signed pressure force function; salt-and-pepper; satellite imagery; selective binary filtering regularized level set evolution; Active contours; Computational modeling; Computer vision; Educational institutions; Image edge detection; Image segmentation; Level set; Active contours; Chan-vase model; Image segmentation; Level set method;
Conference_Titel :
Recent Advances in Intelligent Computational Systems (RAICS), 2011 IEEE
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4244-9478-1
DOI :
10.1109/RAICS.2011.6069389