Title :
A spatial fuzzy based level set method for mammogram mass segmentation
Author :
Anitha, J. ; Peter, J. Dinesh
Author_Institution :
Karunya Univ., Coimbatore, India
Abstract :
The evolution of level set segmentation needs an appropriate initialization and controlling parameters, which requires manual intervention. A new spatial fuzzy level set algorithm is proposed in this paper to facilitate the automatic mammogram image segmentation. The initial segmentation of the mass is obtained by spatial fuzzy clustering that incorporates the spatial information and local intensity information to compute the weighted summed image. The maximum membership cluster extracted from the fuzzy clustering is used as an initial contour for the level set segmentation that is used to refine the mass boundary. The control parameters of level set algorithm also estimated from the results of fuzzy clustering. Experimental results show that the proposed method gives promising results to effectively segment the mass regions in the mammograms.
Keywords :
biological tissues; cancer; diagnostic radiography; edge detection; feature extraction; fuzzy set theory; image segmentation; mammography; medical image processing; parameter estimation; pattern clustering; automatic mammogram image segmentation; control parameter estimation; initial level set segmentation contour; initial mass segmentation; initialization parameter; level set segmentation evolution; local intensity information incorporation; mammogram mass segmentation; manual intervention; mass boundary refinement; maximum membership cluster extraction; spatial fuzzy based level set method; spatial fuzzy clustering; spatial fuzzy level set algorithm; spatial information incorporation; weighted summed image computation; Clustering algorithms; Heuristic algorithms; Image segmentation; Level set; Mammography; Standards; level set; mass segmentation; spatial fuzzy clustering;
Conference_Titel :
Electronics and Communication Systems (ICECS), 2015 2nd International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-7224-1
DOI :
10.1109/ECS.2015.7194713