Title :
An effective computer aided diagnosis system using B-Mode and color Doppler flow imaging for breast cancer
Author :
Songbo Liu ; Cheng, H.D. ; Yan Liu ; Jianhua Huang ; Yingtao Zhang ; XiangLong Tang
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol., Harbin, China
Abstract :
To improve the diagnostic accuracy of breast ultrasound classification, a novel computer-aided diagnosis (CAD) system based on B-Mode and color Doppler flow imaging is proposed. Several new features are modeled and extracted from the static images and color Doppler image sequences to study blood flow characteristics. Moreover, we proposed a novel classifier ensemble strategy for obtaining the benefit of mutual compensation of classifiers with different characteristics. Experimental results demonstrate that the proposed CAD system can improve the true-positive and decrease the false positive detection rate, which is useful for reducing the unnecessary biopsy and death rate.
Keywords :
biomedical ultrasonics; cancer; feature extraction; haemodynamics; image classification; image colour analysis; image sequences; mammography; medical image processing; B-mode imaging; CAD system; Doppler ultrasound; blood flow characteristics; breast cancer; classifier ensemble strategy; color Doppler flow imaging; color Doppler image sequences; computer aided diagnosis system; death rate reduction; decrease false positive detection rate; feature extraction; mutual classifier compensation; static images; true-positive detection rate improvement; unnecessary biopsy reduction; Breast; Cancer; Doppler effect; Feature extraction; Image color analysis; Imaging; Tumors; Computer-aided diagnosis system; classification; color Doppler flow imaging;
Conference_Titel :
Visual Communications and Image Processing (VCIP), 2013
Conference_Location :
Kuching
Print_ISBN :
978-1-4799-0288-0
DOI :
10.1109/VCIP.2013.6706400