Title :
Computer assisted surgery and therapy (CAST) for breast masses based on mammography
Author :
Rashad, Ahmed S. ; Sadek, Rowayda A. ; El-Sherif, Sherif Abdel Aziz
Author_Institution :
Coll. of Eng. & Technol., Technol. & Maritime Transp., Cairo, Egypt
Abstract :
Breast cancer represents the most frequently diagnosed cancer in women. Mammography is the most commonly method for early detection of masses related to breast cancer. Correlation of information from multiple-view mammograms improves the performance of diagnosis by radiologists or by computer assisted systems. Detecting the location of masses accurately is highly important for radiologist to classify masses, for the surgeon to help in ease the procedure of an accurate surgery and in radio therapy process for less and efficient dose. In this paper, CAST is developed to accurately locate abnormal masses by quarter and clock segments. CAST will replace the manual localization method. The nipple is used as a reference point in localization process. A new simple nipple detection method is also proposed. The proposed CAST is examined on a new local database which was tested and classified by experts. The methodology achieved a sensitivity of 96% and specificity 73.33%.
Keywords :
biological tissues; cancer; feature extraction; image classification; image segmentation; mammography; medical image processing; radiation therapy; surgery; CAST method; abnormal mass localization; breast cancer diagnosis; breast mass classification; cancer mass location detection; clock segments; computer assisted surgery and therapy method; computer assisted systems; dose; early breast cancer mass detection; information correlation; local database; manual localization method; multiple-view mammograms; nipple detection method; nipple reference point; quarter segments; radiotherapy; Breast; Cancer; Clocks; Design automation; Educational institutions; Image segmentation; Surgery; CAD; Cancer; Mammography;
Conference_Titel :
Radio Science Conference (NRSC), 2014 31st National
Conference_Location :
Cairo
Print_ISBN :
978-1-4799-3820-9
DOI :
10.1109/NRSC.2014.6835097