DocumentCode :
2115688
Title :
Shadow effects in ultrasonic breast cancer imaging
Author :
Lim, W.K. ; Er, M.J.
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
Volume :
3
fYear :
2002
fDate :
2-5 Dec. 2002
Firstpage :
1517
Abstract :
In order to improve the ability of ultrasound (US) in the classification of benign and malignant breast tumors, a survey of shadow effects in B-scan imaging is presented in this paper. In the preliminary work, a set of agar base tissue mimicking phantoms was fabricated with certain regions imitating different levels of backscattering parts. Texture analysis and the proposed feature i.e. brightness of shadow were used to classify phantom composition. Comparison of back-propagation (BP) training errors was made between the classifier with and without consideration of shadow effects. Classification was implemented only on four digitized sonograms due to the lack of real images. Experimental results show that by taking into consideration the shadow effects, the neural networks show a higher rate of convergence and a smaller training error. These findings suggest that shadow effects can be computerized as an additional feature for classification of breast lesions.
Keywords :
backpropagation; biomedical ultrasonics; cancer; convergence; image texture; neural nets; phantoms; tumours; ultrasonic imaging; B-scan imaging; back propagation training errors; backscattering parts; benign breast tumors; breast lesions classification; convergence rate; digitized sonograms; malignant breast tumors; neural networks; phantom composition; real images; shadow brightness; shadow effects; texture analysis; tissue mimicking phantoms; ultrasonic breast cancer imaging; Backscatter; Breast cancer; Breast tumors; Brightness; Convergence; Image texture analysis; Imaging phantoms; Neural networks; Sonogram; Ultrasonic imaging;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control, Automation, Robotics and Vision, 2002. ICARCV 2002. 7th International Conference on
Print_ISBN :
981-04-8364-3
Type :
conf
DOI :
10.1109/ICARCV.2002.1234999
Filename :
1234999
Link To Document :
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