Morphological filtering on hypergraphs

被引:2
作者
Vadakkenveettil, Bino Sebastian [1 ]
Unnikrishnan, Avittathur [2 ]
Balakrishnan, Kannan [1 ]
Balakrishna, Ramkumar Padinjare Pisharath [3 ]
机构
[1] Cochin Univ Sci & Technol, Dept Comp Applicat, Kochi, Kerala, India
[2] Rajagiri Sch Engn & Technol, Cochin, Kerala, India
[3] Adi Shankara Inst Engn & Technol, Dept Math, Kalady, India
关键词
Hypergraph; Mathematical morphology; Granulometry; Alternating sequential filter; MATHEMATICAL MORPHOLOGY; LATTICES; GRAPHS;
D O I
10.1016/j.dam.2015.02.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this work we study the framework of mathematical morphology on hypergraph spaces. Hypergraphs were introduced in the 60s as a natural generalization of graphs, where edges become hyperedges and can contain more than two vertices. Mathematical morphology is one of the most powerful frameworks for image processing, and is heavily used for many applications. However, morphological operators on hypergraph spaces is not a concept fully developed in the literature. We consider lattice structures on hypergraphs on which we build morphological operators. We propose several new openings, closings, granulometries and alternate sequential filters acting (i) on the subsets of the vertex and hyperedge set of a hypergraph and (ii) on the subhypergraphs of a hypergraph. We illustrate with applications in image processing for filtering objects defined on hypergraph spaces. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:307 / 320
页数:14
相关论文
共 25 条
[1]  
[Anonymous], 2013, Mathematical morphology
[2]  
Berge C., 1989, Combinatorics of finite sets, V45
[3]   On topological watersheds [J].
Bertrand, G .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2005, 22 (2-3) :217-230
[4]  
Bloch Isabelle, 2013, Mathematical Morphology and Its Applications to Signal and Image Processing. 11th International Symposium, ISMM 2013. Proceedings, P1, DOI 10.1007/978-3-642-38294-9_1
[5]   Mathematical morphology on hypergraphs, application to similarity and positive kernel [J].
Bloch, Isabelle ;
Bretto, Alain .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2013, 117 (04) :342-354
[6]  
Bloch I, 2011, LECT NOTES COMPUT SC, V6607, P429, DOI 10.1007/978-3-642-19867-0_36
[7]  
Bretto A, 2005, LECT NOTES COMPUT SC, V3434, P1
[8]   Hypergraph imaging: an overview [J].
Bretto, A ;
Cherifi, H ;
Aboutajdine, D .
PATTERN RECOGNITION, 2002, 35 (03) :651-658
[9]   Combinatorics and image processing [J].
Bretto, A ;
Azema, J ;
Cherifi, H ;
Laget, B .
GRAPHICAL MODELS AND IMAGE PROCESSING, 1997, 59 (05) :265-277
[10]   Morphological filtering on graphs [J].
Cousty, Jean ;
Najman, Laurent ;
Dias, Fabio ;
Serra, Jean .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2013, 117 (04) :370-385