Ziplock snakes

被引:69
作者
Neuenschwander, WM
Fua, P
Iverson, L
Szekely, G
Kubler, O
机构
[1] ECOLE POLYTECH FED LAUSANNE, SWISS FED INST TECHNOL, COMP GRAPH LAB, CH-1015 LAUSANNE, SWITZERLAND
[2] SRI INT, CTR ARTIFICIAL INTELLIGENCE, MENLO PK, CA 94025 USA
关键词
D O I
10.1023/A:1007924018415
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a snake-based approach that allows a user to specify only the distant end points of the curve he wishes to delineate without having to supply an almost complete polygonal approximation. This greatly simplifies the initialization process and yields excellent convergence properties. This is achieved by using the image information around the end points to provide boundary conditions and by introducing an optimization schedule that allows a snake to take image information into account first only near its extremities and then, progressively, toward its center. In effect, the snakes are clamped onto the image contour in a manner reminiscent of a ziplock being closed. These snakes can be used to alleviate the often repetitive task practitioners face when segmenting images by eliminating the need to sketch a feature of interest in its entirety, that is, to perform a painstaking, almost complete, manual segmentation.
引用
收藏
页码:191 / 201
页数:11
相关论文
共 17 条
[1]  
Arnold VI, 1998, ORDINARY DIFFERENTIA
[2]  
BASCLE B, 1993, INT C COMP VIS BERL, P421
[3]  
Berger M.-O., 1990, Proceedings. 10th International Conference on Pattern Recognition (Cat. No.90CH2898-5), P847, DOI 10.1109/ICPR.1990.118228
[4]  
BERGER MO, 1991, THESIS CTR RECH INF
[5]  
Bush A.W., 1992, Perturbation Methods for Engineers and Scientists
[6]   ON ACTIVE CONTOUR MODELS AND BALLOONS [J].
COHEN, LD .
CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02) :211-218
[7]  
COURANT R, 1989, METHODS MATH PHYSICS, V1
[8]  
Davatzikos C., 1993, Proceedings. 1993 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.93CH3309-2), P524, DOI 10.1109/CVPR.1993.341080
[9]  
Fua P., 1990, Machine Vision and Applications, V3, P45, DOI 10.1007/BF01211451
[10]  
HENRICSSON O, 1994, INT C PATT RECOG, P68, DOI 10.1109/ICPR.1994.576228