A locally constrained watershed transform

被引:49
作者
Beare, R [1 ]
机构
[1] Monash Univ, Monash Med Ctr, Dept Med, Clayton, Vic 3168, Australia
关键词
segmentation; constrained watershed transform; constrained region growing; covered cost; Minkowski cost; seeded region growing;
D O I
10.1109/TPAMI.2006.132
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The watershed transform, from mathematical morphology, is a powerful and flexible tool for segmentation. However, it does not allow a priori knowledge relating to characteristics of region boundaries to be included in the way that other approaches do. This paper introduces the locally constrained watershed transform, which includes border constraints by modifying the underlying path definition upon which the watershed transform depends. This approach maintains many of the desirable properties of the watershed transform, such as well-defined stopping conditions and efficient implementation, while offering more stable segmentation in the presence of noisy or incomplete boundaries.
引用
收藏
页码:1063 / 1074
页数:12
相关论文
共 20 条
[1]   SEEDED REGION GROWING [J].
ADAMS, R ;
BISCHOF, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1994, 16 (06) :641-647
[2]  
BEARE RJ, 2002, P 6 INT S ISMM 02, P91
[3]  
Beucher S., 2018, Mathematical morphology in image processing, P433, DOI DOI 10.1201/9781482277234-12
[4]  
Beucher S., 1979, INT WORKSHOP IMAGE P
[5]  
Breen EJ, 1994, COMP IMAG VIS, V2, P249
[6]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[7]   Fast geodesic active contours [J].
Goldenberg, R ;
Kimmel, R ;
Rivlin, E ;
Rudzsky, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (10) :1467-1475
[8]   INTERACTIVE MORPHOLOGICAL WATERSHED ANALYSIS FOR 3D MEDICAL IMAGES [J].
HIGGINS, WE ;
OJARD, EJ .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 1993, 17 (4-5) :387-395
[9]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[10]   SHAPE MODELING WITH FRONT PROPAGATION - A LEVEL SET APPROACH [J].
MALLADI, R ;
SETHIAN, JA ;
VEMURI, BC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (02) :158-175