A multi-scale energy model for active-contour models

被引:0
作者
Wang, JK [1 ]
Li, XB [1 ]
机构
[1] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2H1, Canada
来源
SECOND INTERNATION CONFERENCE ON IMAGE AND GRAPHICS, PTS 1 AND 2 | 2002年 / 4875卷
关键词
active contour models; balloon; multi-scale; multiple snakes;
D O I
10.1117/12.477159
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 multi-scale internal energy model for the balloons, which are closed snakes driven by pressure forces. When used to extract fuzzy contours from noisy images, a balloon sometimes goes through gaps on the contour, thus not able to reach equilibrium. We argue that a balloon should be discretized with a scale comparable to sizes of gaps for the internal energy to be effective in performing contour completion. However, using too large a scale will also prevent a balloon from catching necessary details. To solve this problem, we propose a multi-scale internal energy model that has the ability to maintain smoothness at various scales, thus able to perform contour completion for gaps with various sizes without missing any details.
引用
收藏
页码:311 / 318
页数:8
相关论文
共 10 条
[1]   USING DYNAMIC-PROGRAMMING FOR SOLVING VARIATIONAL-PROBLEMS IN VISION [J].
AMINI, AA ;
WEYMOUTH, TE ;
JAIN, RC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (09) :855-867
[2]  
AMINI AA, 1988, P 2 INT C COMP VIS, P95
[3]   FINITE-ELEMENT METHODS FOR ACTIVE CONTOUR MODELS AND BALLOONS FOR 2-D AND 3-D IMAGES [J].
COHEN, LD ;
COHEN, I .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (11) :1131-1147
[4]   Robust snake implementation; A dual active contour [J].
Gunn, SR ;
Nixon, MS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (01) :63-68
[5]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[6]  
LI X, 1999, IEEE C COMP VIS PATT, V2, P434
[7]   SHAPE DISCRIMINATION USING FOURIER DESCRIPTORS [J].
PERSOON, E ;
FU, KS .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1977, 7 (03) :170-179
[8]  
WANG J, 2000, THESIS U ALBERTA
[9]  
Williams D. J., 1990, Proceedings. Third International Conference on Computer Vision (Cat. No.90CH2934-8), P592, DOI 10.1109/ICCV.1990.139602
[10]   ROBUST ACTIVE CONTOURS WITH INSENSITIVE PARAMETERS [J].
XU, G ;
SEGAWA, E ;
TSUJI, S .
PATTERN RECOGNITION, 1994, 27 (07) :879-884