DocumentCode
1865809
Title
Illumination invariant active contour-based segmentation using complex-valued wavelets
Author
Wong, Alexander
Author_Institution
Dept. of Syst. Design Eng., Univ. of Waterloo, Waterloo, ON
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
1089
Lastpage
1091
Abstract
This paper introduces a novel approach to the problem of active contour-based segmentation through the use of complex- valued wavelets. In traditional active contour-based segmentation techniques based on level set methods, the energy functionals are defined based on intensity gradients. This makes them highly sensitive to situations where the underlying image content is characterized by image non-homogeneities due to illumination and contrast conditions. In the proposed approach, the energy functionals used to evolve a level set function are based on the moments of phase coherence of complex-valued wavelet components. This formulation is highly invariant to non-homogeneities caused by illumination and contrast variations. Experimental results demonstrate that the proposed approach can be used to improve existing active contour-based segmentation methods under situations characterized by image non-homogeneities.
Keywords
gradient methods; image segmentation; wavelet transforms; active contour-based segmentation; complex valued wavelets; contrast condition; illumination condition; image nonhomogeneities; intensity gradient; level set method; Active contours; Coherence; Cost function; Design engineering; Frequency; Image segmentation; Level set; Lighting; Power engineering and energy; Systems engineering and theory; active contour; complex-valued wavelets; segmentation;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location
San Diego, CA
ISSN
1522-4880
Print_ISBN
978-1-4244-1765-0
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2008.4711948
Filename
4711948
Link To Document