DocumentCode
2108567
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
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
5347
Lastpage
5350
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6347202
Filename
6347202
Link To Document