Binary Tomography Using Variants of Local Binary Patterns as Texture Priors

被引:1
作者
Szucs, Judit [1 ]
Balazs, Peter [1 ]
机构
[1] Univ Szeged, Dept Image Proc & Comp Graph, Arpad Ter 2, H-6720 Szeged, Hungary
来源
COMPUTER ANALYSIS OF IMAGES AND PATTERNS, CAIP 2019, PT I | 2019年 / 11678卷
关键词
Binary Tomography; Image reconstruction; Texture descriptors; Local Binary Patterns; Simulated annealing; RECONSTRUCTION; CLASSIFICATION;
D O I
10.1007/978-3-030-29888-3_12
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 propose a novel approach for binary image reconstruction from few projections. The binary reconstruction problem can be highly underdetermined and one way to reduce the search space of feasible solutions is to exploit some prior knowledge of the image to be reconstructed. We use texture information extracted from sample image patches as prior knowledge. Experimental results show that this approach can retain the structure of the image even if just a very few number of projections are used for the reconstruction.
引用
收藏
页码:141 / 154
页数:14
相关论文
共 22 条
[1]  
Ahonen Timo., 2007, Proceedings of the Finnish Signal Processing Symposium, FINSIG, P1
[2]  
[Anonymous], 1957, Canadian J. Math.
[3]   DART: A Practical Reconstruction Algorithm for Discrete Tomography [J].
Batenburg, Kees Joost ;
Sijbers, Jan .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (09) :2542-2553
[4]   Reconstruction of 4-and 8-connected convex discrete sets from row and column projections [J].
Brunetti, S ;
Del Lungo, A ;
Del Ristoro, F ;
Kuba, A ;
Nivat, M .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2001, 339 (1-3) :37-57
[5]  
Herman G.T., 1999, Discrete Tomography Foundations, DOI DOI 10.1007/978-1-4612-1568-4
[6]  
Herman G.T., 2007, Advances in Discrete Tomography and Its Applications, DOI DOI 10.1007/978-0-8176-4543-4
[7]  
Herman GT, 2009, ADV PATTERN RECOGNIT, P1, DOI 10.1007/978-1-84628-723-7
[8]  
Iakovidis DK, 2008, LECT NOTES COMPUT SC, V5112, P750, DOI 10.1007/978-3-540-69812-8_74
[9]  
Kak A.C. Slaney M., 1999, PRINCIPLES COMPUTERI
[10]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680