Connected Operators A review of region-based morphological image processing techniques

被引:130
作者
Salembier, Philippe
Wilkinson, Michael H. F. [1 ,2 ]
机构
[1] Univ Groningen, Dept Med Microbiol, NL-9700 AB Groningen, Netherlands
[2] Ctr High Performance Comp Groningen, Groningen, Netherlands
关键词
SEGMENTATION; REPRESENTATION; FILTERS; TREE; SET;
D O I
10.1109/MSP.2009.934154
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Connected operators are filtering tools that act by merging elementary regions called flat zones. Connecting operators cannot create new contours nor modify their position. Therefore, they have very good contour preservation properties and are capable of both low-level filtering and higher-level object recognition. This article gives an overview on connected operators and their application to image and video filtering. There are two popular techniques used to create connected operators. The first one relies on a reconstruction process. The operator involves first a simplification step based on a "classical" filter and then a reconstruction process. In fact, the reconstruction can be seen as a way to create a connected version of an arbitrary operator. The simplification effect is defined and limited by the first step. The examples we show include simplification in terms of size or contrast. The second strategy to define connected operators relies on a hierarchical region-based representation of the input image, i.e., a tree, computed in an initial step. Then, the simplification is obtained by pruning the tree, and, third, the output image is constructed from the pruned tree. This article presents the most important trees that have been used to create connected operators and also discusses important families of simplification or pruning criteria. We also give a brief overview on efficient implementations of the reconstruction process and of tree construction. Finally, the possibility to define and to use nonclassical notions of connectivity is discussed and Illustrated.
引用
收藏
页码:136 / 157
页数:22
相关论文
共 53 条
[1]  
[Anonymous], 2007, P 8 INT S MATH MORPH
[2]  
BERGER C, 2007, P INT C IM P 2007, P40
[3]   A theoretical tour of connectivity in image processing and analysis [J].
Braga-Neto, U ;
Goutsias, J .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2003, 19 (01) :5-31
[4]   Connectivity on complete lattices: New results [J].
Braga-Neto, U ;
Goutsias, J .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2002, 85 (01) :22-53
[5]   Attribute openings, thinnings, and granulometries [J].
Breen, EJ ;
Jones, R .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1996, 64 (03) :377-389
[6]   GENERAL REGION MERGING APPROACHES BASED ON INFORMATION THEORY STATISTICAL MEASURES [J].
Calderero, Felipe ;
Marques, Ferran .
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, :3016-3019
[7]   An adaptive morphological filter for image processing [J].
Cheng, F. ;
Venetsanopoulos, A. N. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (04) :533-539
[8]   Locality and adjacency stability constraints for morphological connected operators [J].
Crespo, J ;
Schafer, RW .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 1997, 7 (01) :85-102
[9]   The flat zone approach: A general low-level region merging segmentation method [J].
Crespo, J ;
Schafer, RW ;
Serra, J ;
Gratin, C ;
Meyer, F .
SIGNAL PROCESSING, 1997, 62 (01) :37-60
[10]   Theoretical aspects of morphological filters by reconstruction [J].
Crespo, J ;
Serra, J ;
Schafer, RW .
SIGNAL PROCESSING, 1995, 47 (02) :201-225