Title :
Detection of spicules in mammograms
Author :
Jiang, Hao ; Tiu, Wilson ; Yamamoto, Shinji ; Iisaku, Shun-ichi
Author_Institution :
Commun. Res. Lab., Minist. of Posts & Telecommun., Koganei, Japan
Abstract :
The objective of this paper is to propose a method to automatically detect spicule shadows in mammograms. The method is consisted of two steps, enhancement and feature selection. First, spicule shadows are enhanced by using a newly developed operation. An opening operation is applied to remove noises and a direction map is made for feature selection. Second, a concentration expression is given with gray levels and two features are selected for recognition of tumors with spicules. In the method, the direction of spicules is not only considered, but the density is also utilized for classification of tumors with spicules. The method was tested on 24 samples including seven tumors with spicules. The recognition rate for tumors with spicules was 100% without the false positives
Keywords :
diagnostic radiography; feature extraction; image enhancement; image recognition; medical image processing; noise; concentration expression; direction map; enhancement; feature selection; mammograms; noise removal; opening operation; recognition rate; spicule shadows detection; tumour classification; tumour recognition; Birds; Breast cancer; Breast neoplasms; Cancer detection; Image recognition; Image reconstruction; Lesions; Proposals; Region 7; Testing;
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
DOI :
10.1109/ICIP.1997.632172