Title :
Detection of microcalcification in mammogram images using semi-automated texture based Grabcut Segmentation
Author :
Shanmugavadivu, P. ; Thenmozhi, G.
Author_Institution :
Department of Computer Science and Applications Gandhigram Rural Institute-Deemed University Gandhigram - 624 302, Tamil Nadu, India
Abstract :
This paper provides a new segmentation technique to detect microcalcifications in mammogram images. It describes the principle of modified GrabCut Segmentation technique. This new GrabCut technique uses k-Means algorithm instead of Gaussian Mixture Model (GMM) to compute the clusters. The texture component is integrated into this GrabCut framework to detect the texture-based boundaries that enables a highly accurate and efficient segmentation.
Keywords :
GrabCut; GraphCut; Min-Cut/Max-Flow algorithm; Texture-based boundaries; k-Means algorithm;
Conference_Titel :
Emerging Trends in Science, Engineering and Technology (INCOSET), 2012 International Conference on
Conference_Location :
Tiruchirappalli, Tamilnadu, India
Print_ISBN :
978-1-4673-5141-6
DOI :
10.1109/INCOSET.2012.6513905