Title :
Boundary Extraction of Breast Ultrasonic Images
Author :
Shen, Jialin ; Wang, Yuanyuan ; Yu, Jianguo ; Wang, Weiqi
Author_Institution :
Dept. of Electron. Eng., Fudan Univ., Shanghai
fDate :
Aug. 30 2006-Sept. 3 2006
Abstract :
The accurate boundary extraction is an essential preprocessing step for computerized analysis of a breast ultrasonic image. In this study, a novel approach based on the wavelet transform and the dynamic programming is proposed to extract tumor boundaries from breast ultrasonic images. Firstly, a rectangular region-of-interest (ROI) is manually selected from the ultrasonic image, followed by the ROI-based preprocessing for the noise reduction and image enhancement. Then an initial boundary of the tumor is obtained using the wavelet transform. To achieve a more accurate result, a dynamic programming algorithm based on the active contour model is applied to adjust the initial boundary. Experiments on 45 breast ultrasonic images have shown that this proposed method is a promising technique for the boundary extraction of breast tumor on ultrasonic images
Keywords :
biomedical ultrasonics; cancer; dynamic programming; feature extraction; image denoising; image enhancement; mammography; medical image processing; tumours; wavelet transforms; active contour model; breast ultrasonic images; computerized analysis; dynamic programming algorithm; image enhancement; noise reduction; region-of-interest-based preprocessing; tumor boundary extraction; wavelet transform; Breast cancer; Breast neoplasms; Breast tumors; Dynamic programming; Image analysis; Image segmentation; Shadow mapping; Ultrasonic imaging; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0032-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2006.260597