TY - GEN
T1 - Morphological gradient applied to new active contour model for color image segmentation
AU - Anh, Nguyen Tran Lan
AU - Kim, Young Chul
AU - Lee, Guee Sang
PY - 2012
Y1 - 2012
N2 - In this paper, we propose a novel segmentation algorithm for color images. This method is a combination of edge information with region information and a geometric active contour without re-initialization, called distance regularized level set evolution. The information given by a new edge detector using morphological gradient is more accurate than normal gradient computing methods for color images. And the information of the region containing objects is relied on Chan-Vese minimal variance criterion. With both of these information, the model can have its initial contour that is more flexible to construct anywhere, fast to evolve and quite exact to stop at the boundary of objects. The suggested algorithm has been applied on natural color images with good performance. Some experimental results have shown to compare our model with others with respect to accuracy and computational efficiency.
AB - In this paper, we propose a novel segmentation algorithm for color images. This method is a combination of edge information with region information and a geometric active contour without re-initialization, called distance regularized level set evolution. The information given by a new edge detector using morphological gradient is more accurate than normal gradient computing methods for color images. And the information of the region containing objects is relied on Chan-Vese minimal variance criterion. With both of these information, the model can have its initial contour that is more flexible to construct anywhere, fast to evolve and quite exact to stop at the boundary of objects. The suggested algorithm has been applied on natural color images with good performance. Some experimental results have shown to compare our model with others with respect to accuracy and computational efficiency.
KW - Active contour
KW - Color images
KW - Morphological gradient
KW - Squared local contrast
UR - http://www.scopus.com/inward/record.url?scp=84860538829&partnerID=8YFLogxK
U2 - 10.1145/2184751.2184778
DO - 10.1145/2184751.2184778
M3 - Conference contribution
AN - SCOPUS:84860538829
SN - 9781450311724
T3 - Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication, ICUIMC'12
BT - Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication, ICUIMC'12
T2 - 6th International Conference on Ubiquitous Information Management and Communication, ICUIMC'12
Y2 - 20 February 2012 through 22 February 2012
ER -