DocumentCode :
1918233
Title :
Texture Segmentation of Endometrial Images for Aiding Diagnosis of Hyperplasia
Author :
Sharif, B. ; Ahmadian, A. ; Oghabian, M.A. ; Izadi, N.
Author_Institution :
Dept. of Biomed. Syst. & Med. Phys., Tehran Univ. of Med. Sci.
Volume :
2
fYear :
2005
fDate :
21-24 Nov. 2005
Firstpage :
983
Lastpage :
986
Abstract :
The process of discriminating among benign and malignant hyperplasia begun with subjective methods using light microscopy and now is continuing with computerized morphometrical analysis that needs some features. One of the main features called volume percentage of stroma (VPS) is gained by calculating the percentage of stroma texture. Currently, this feature is calculated by pathologists on a manual basis. The algorithm here can automatically calculate VPS with a good precision. In this paper we proposed a method for segmentation of this texture based on Gabor wavelets and mathematical morphology. Gabor wavelets attain maximum joint space-frequency resolution which is highly significant in the process of texture segmentation. The ability of Gabor filters in discrimination of texture bands at different scales and orientations has been used to segment stroma texture which is mainly located in middle frequency bands from glandular elements. The proposed procedure could be the first and essential step of diagnosing endometrial hyperplasia in pathology
Keywords :
biological tissues; cellular biophysics; diseases; image segmentation; image texture; mathematical morphology; medical image processing; wavelet transforms; Gabor filters; Gabor wavelets; benign hyperplasia; computerized morphometrical analysis; endometrial hyperplasia; endometrial images; glandular elements; hyperplasia diagnosis; light microscopy; malignant hyperplasia; mathematical morphology; maximum joint space-frequency resolution; pathology; stroma texture; texture segmentation; volume percentage of stroma; Biomedical imaging; Biomedical informatics; Cancer; Image segmentation; Lesions; Medical diagnostic imaging; Microscopy; Morphology; Pathology; Physics; Endometrial hyperplasia; Gabor wavelet; Mathematical Morphology; Texture segmentation; VPS; Volume Percentage of Stroma;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer as a Tool, 2005. EUROCON 2005.The International Conference on
Conference_Location :
Belgrade
Print_ISBN :
1-4244-0049-X
Type :
conf
DOI :
10.1109/EURCON.2005.1630112
Filename :
1630112
Link To Document :
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