DocumentCode
1837272
Title
Automatic detection of liver capsule using Gabor Filters. Applications in steatosis quantification
Author
Vicas, Cristian ; Nedevschi, Sergiu ; Lupsor, Monica ; Badea, Radu
Author_Institution
Tech. Univ. Cluj Napoca, Cluj-Napoca, Romania
fYear
2009
fDate
27-29 Aug. 2009
Firstpage
133
Lastpage
140
Abstract
In this paper we present a new method of detecting hepatic capsule and other large structures from liver ultrasound images. Local texture anisotropy is evaluated using a specially designed bank of Gabor filters. We show that the proposed method is robust with respect to its parameters and is well suited for processing liver ultrasound images. Two human experts evaluate the method in conjunction with Canny edge detector and a method based on phase congruency. A practical application in quantifying the diffuse liver steatosis is presented. We show that proposed method can successfully replace the human expert in establishing the regions of interest used in steatosis quantification.
Keywords
Gabor filters; biomedical ultrasonics; edge detection; image texture; medical image processing; Canny edge detector; Gabor filters; diffuse liver steatosis; hepatic capsule detection; liver capsule automatic detection; liver ultrasound image processing; phase congruency; steatosis quantification; texture anisotropy; Anisotropic magnetoresistance; Biomedical imaging; Detectors; Frequency; Gabor filters; Humans; Image edge detection; Liver; Phase detection; Ultrasonic imaging;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Computer Communication and Processing, 2009. ICCP 2009. IEEE 5th International Conference on
Conference_Location
Cluj-Napoca
Print_ISBN
978-1-4244-5007-7
Type
conf
DOI
10.1109/ICCP.2009.5284775
Filename
5284775
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