Finding a closed boundary by growing minimal paths from a single point

被引:0
作者
Benmansour, Fethallah [1 ]
Bonneau, Stephane [1 ]
Cohen, Laurent [1 ]
机构
[1] Univ Paris 09, CEREMADE, F-75775 Paris, France
来源
COMPUTATIONAL VISION AND MEDICAL IMAGING PROCESSING | 2008年
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D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a new method for segmenting closed contours. Our work builds on a variant of the Fast Marching algorithm. First, an initial point on the desired contour is chosen by the user. Next, new keypoints are detected automatically using a front propagation approach. We assume that the desired object has a closed boundary. This a-priori knowledge on the topology is used to devise a relevant criterion for stopping the keypoint detection and front propagation. The final domain visited by the front will yield a band surrounding the object of interest. Linking pairs of neighboring keypoints with minimal paths allows us to extract a closed contour from a 2D image. Detection of a variety of objects on real images is demonstrated.
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页码:9 / 14
页数:6
相关论文
共 12 条
[1]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[2]   Global minimum for active contour models: A minimal path approach [J].
Cohen, LD ;
Kimmel, R .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 24 (01) :57-78
[3]   Multiple contour finding and perceptual grouping using minimal paths [J].
Cohen, LD .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2001, 14 (03) :225-236
[4]   Fast extraction of minimal paths in 3D images and applications to virtual endoscopy [J].
Deschamps, T ;
Cohen, LD .
MEDICAL IMAGE ANALYSIS, 2001, 5 (04) :281-299
[5]  
DESCHAMPS T, 2002, 16 INT C PATT REC IC
[6]  
Dijkstra E.W., 1959, Numerische mathematik, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]
[7]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[8]   A VISCOSITY SOLUTIONS APPROACH TO SHAPE-FROM-SHADING [J].
ROUY, E ;
TOURIN, A .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1992, 29 (03) :867-884
[9]  
SETHIAN J. A., 1999, LEVEL SET METHODS FA
[10]   Fast marching methods [J].
Sethian, JA .
SIAM REVIEW, 1999, 41 (02) :199-235