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
相关论文
共 50 条
  • [1] Grain Recognition Using Local Binary Patterns Variants as Texture Descriptors
    Huang Meizhi
    Yin Wenqing
    Qian Yan
    [J]. PIAGENG 2010: PHOTONICS AND IMAGING FOR AGRICULTURAL ENGINEERING, 2010, 7752
  • [2] A local binary patterns and shape priors based texture segmentation method
    Tekeli, Erkin
    Etin, Mujdat
    Ercil, Aytul
    [J]. 2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3, 2007, : 1111 - 1114
  • [3] Gender and texture classification: A comparative analysis using 13 variants of local binary patterns
    Hadid, Abdenour
    Ylioinas, Juha
    Bengherabi, Messaoud
    Ghahramani, Mohammad
    Taleb-Ahmed, Abdelmalik
    [J]. PATTERN RECOGNITION LETTERS, 2015, 68 : 231 - 238
  • [4] Improved texture retrieval by combining different variants of Local Binary Patterns
    Mohammed, Nabeel
    Rana, Sohel
    [J]. 2014 INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (ICECE), 2014, : 254 - 257
  • [5] Local binary patterns variants as texture descriptors for medical image analysis
    Nanni, Loris
    Lumini, Alessandra
    Brahnam, Sheryl
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 2010, 49 (02) : 117 - 125
  • [6] Texture Image Retrieval Using Local Binary Edge Patterns
    Abdesselam, Abdelhamid
    [J]. DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGY AND ITS APPLICATIONS, PT I, 2011, 166 : 219 - 230
  • [7] Texture Classification in Lung CT Using Local Binary Patterns
    Sorensen, Lauge
    Shaker, Saher B.
    de Bruijne, Marleen
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2008, PT I, PROCEEDINGS, 2008, 5241 : 934 - +
  • [8] Dynamic texture recognition using volume local binary patterns
    Zhao, Guoying
    Pietikainen, Matti
    [J]. DYNAMICAL VISION, 2007, 4358 : 165 - +
  • [9] Extended local binary patterns for texture classification
    Liu, Li
    Zhao, Lingjun
    Long, Yunli
    Kuang, Gangyao
    Fieguth, Paul
    [J]. IMAGE AND VISION COMPUTING, 2012, 30 (02) : 86 - 99
  • [10] Generalized Local Binary Patterns for Texture Classification
    Liu, Li
    Fieguth, Paul
    Kuang, Gangyao
    [J]. PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2011, 2011,