Title :
Color diffusion model for active contours - an application to skin lesion segmentation
Author :
Ivanovici, Mihai ; Stoica, D.
Author_Institution :
Dept. of Electron. & Comput., Transilvania Univ., Braşov, Romania
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Most of the existing diffusion models are defined for gray-scale images. We propose a diffusion model for color images to be used as external energy for active contours. Our diffusion model is based on the first-order moment of the correlation integral expressed using ΔE distances in the CIE Lab color space. We use a multi-scale approach for active contours, the diffusion being independently computed at various scales. We validate the model on synthetic images, including multi-fractal color textures, as well as medical images representing melanoma. We conclude that the proposed diffusion model is valid for use in skin lesion segmentation in color images using active contours.
Keywords :
biodiffusion; cancer; colour; image segmentation; integral equations; medical image processing; skin; ΔE distances; CIE Lab color space; active contours; color diffusion model; correlation integral expression first-order moment; external energy; gray-scale images; melanoma; multifractal color textures; skin lesion segmentation; Active contours; Color; Computational modeling; Image color analysis; Image segmentation; Lesions; Skin; Color; Humans; Models, Theoretical; Skin Diseases;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6347202