Title :
A new measure of echogenicity of ultrasound images for liver classification
Author :
Singh, Monika ; Singh, Sushil ; Gupta, Swastik
Author_Institution :
Dept. of Electr. & Instr. Eng., Thapar Univ., Patiala, India
Abstract :
This paper presents a new quantitative metric which can be used as indirect method for characterization of Liver Ultrasound images. This new metric is based upon the visual criterion considered by the radiologists using texture parameters of the Liver image and a measure of echogenicity. The proposed metric is a single parameter extracted from 7 texture features on the basis of Homogeneity, Roughness, Contrast, Granular-size and Orientation of the liver surface for classification into Fatty or Normal liver.
Keywords :
biomedical ultrasonics; feature extraction; image classification; image texture; liver; medical image processing; echogenicity; fatty liver; liver surface; liver ultrasound image classification; radiologists; texture feature extraction; texture parameters; visual criterion; Feature extraction; Liver diseases; Ultrasonic imaging; Ultrasonic variables measurement; Visualization; Echogenicity; Liver classification; Texture analysis; Ultrasound imaging;
Conference_Titel :
Electrical and Computer Engineering (CCECE), 2011 24th Canadian Conference on
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4244-9788-1
Electronic_ISBN :
0840-7789
DOI :
10.1109/CCECE.2011.6030463