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
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
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