A novel approach to image reconstruction from discrete projections using Hopfield-type neural network

被引:0
|
作者
Cierniak, Robert [1 ]
机构
[1] Czestochowa Tech Univ, Dept Comp Engn, PL-42200 Czestochowa, Poland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Presented paper shows a novel approach to the problem of image reconstruction from projections using recursive Hopfield-type neural network. The reconstruction process is performed during the minimizing of the energy function in this network. Our method is of a great practical use in reconstruction from discrete parallel beam projections. Experimental results show that the appropriately designed neural network is able to reconstruct an image with better quality than obtained from conventional algorithms.
引用
收藏
页码:890 / 898
页数:9
相关论文
共 50 条
  • [2] Convergence of discrete hopfield-type neural network with delay in the serial mode
    Ma, Run-Nian
    Zhang, Qiang
    Xu, Jin
    [J]. Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2001, 28 (05): : 598 - 602
  • [3] Energy function criterion for discrete Hopfield-type neural network with delay
    Qiu, SS
    Tsang, ECC
    Yeung, DS
    Wang, XZ
    [J]. 2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 2240 - 2244
  • [4] Location of coffee beans using Hopfield-type neural network
    Arellano-Baez, DR
    Sanchez, EN
    Prieto-Ortiz, FA
    [J]. PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1280 - 1283
  • [5] Neural network approach to image reconstruction from projections
    Wang, YM
    [J]. INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 1998, 9 (05) : 381 - 387
  • [6] Application of discrete Hopfield-type neural network for Max-Cut problems
    Wu, LY
    Zhang, XS
    Zhang, JL
    [J]. 8TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING, VOLS 1-3, PROCEEDING, 2001, : 1439 - 1444
  • [8] A Hopfield-type Neural Network for Haplotype Assembly Problem
    Xu, Xinshun
    Ma, Jun
    Wang, Jiahai
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2008, : 8 - +
  • [9] Invariant feature matching by Hopfield-type neural network
    Li, WJ
    Lee, T
    [J]. PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3, 2002, : 2743 - 2748
  • [10] Complex dynamics in a simple Hopfield-type neural network
    Li, QD
    Yang, XS
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS, 2005, 3496 : 357 - 362