DocumentCode :
2237197
Title :
Steerable pyramid for contrast enhancement and directional structures detection
Author :
Denis, Florence ; Davignon, Franck ; Baskurt, Atilla
Author_Institution :
LIGIM, Univ. Claude Bernard Lyon 1, Villeurbanne, France
fYear :
2002
fDate :
3-6 Sept. 2002
Firstpage :
1
Lastpage :
4
Abstract :
The object of this work is the application of steerable filters for the diagnosis of breast cancer. Because of the very specific geometry of malignant densities, we intend to apply a multiscale and orientation shiftable method for the detection of breast cancer in mammograms. Stellate masses have an irregular appearance and are frequently surrounded by a radiating pattern of linear spicules. Multiscale approaches using oriented filters have proved to be efficient to detect such stellate patterns. We first use the fact that tumors are always brighter than the surrounding tissues to locate suspicious regions. The detection is then based on steerable filters, which can be steered to any orientation fixed by the user, and are synthesized using a limited number of basis filters. These filters are used in a recursive multi-scale transform: the steerable pyramid. Using the steerable pyramid, oriented contrast enhancement is performed. The resulting enhanced image is then analyzed to estimate whether a stellate mass is present or not.
Keywords :
cancer; filtering theory; image enhancement; mammography; medical image processing; tumours; breast cancer detection; breast cancer diagnosis; contrast enhancement; directional structure detection; linear spicule radiating pattern; malignant density; mammograms; multiscale hiftable method; orientation shiftable method; oriented contrast enhancement; oriented filters; recursive multiscale transform; steerable filters; steerable pyramid; stellate masses; tumors; Abstracts; Facsimile; Image enhancement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2002 11th European
Conference_Location :
Toulouse
ISSN :
2219-5491
Type :
conf
Filename :
7072142
Link To Document :
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