<bold>An FPGA Implementation of a Competitive Hopfield Neural Network for Use in Histogram Equalization</bold>

被引:0
|
作者
Saif, Sherif M. [1 ]
Abbas, Hazern M. [1 ]
Nassar, Salwa M. [2 ]
机构
[1] Mentor Graph Corp, 51 Beirut St, Cairo 11341, Egypt
[2] Elect Res Inst, Giza, Egypt
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
This paper presents a Field Programmable Gate Array (FPGA) implementation for a Competitive Hopfield Neural Network (CHNN) to be used in image histogram equalization (HE). This algorithm is so computationally expensive that a viable hardware implementation is appealing provided that an efficient algorithm-to-architecture mapping can be achieved. The Xilinx Virtex-E was used for the hardware realization. An efficient use of the chip is outlined in the results.
引用
收藏
页码:2815 / +
页数:3
相关论文
共 50 条
  • [1] <bold>Design and Implementation of Adaptive Equalizer Based On FPGA</bold>
    Guo Yecai
    He Longqing
    Zhang Yanping
    [J]. ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL IV, 2007, : 790 - +
  • [2] Handwritten Digit Recognition with Neural Network<bold> </bold>
    Malla, Satyanarayana, V
    Sharma, Hitesh Kumar
    Choudhury, Tanupriya
    [J]. MICRO-ELECTRONICS AND TELECOMMUNICATION ENGINEERING, ICMETE 2021, 2022, 373 : 525 - 532
  • [3] FPGA implementation of Hopfield neural network with transcendental nonlinearity
    Yang, Songtao
    Min, Fuhong
    Yang, Xilin
    Ying, Jiajie
    [J]. NONLINEAR DYNAMICS, 2024,
  • [4] FPGA implementation of pulse density Hopfield neural network
    Maeda, Yutaka
    Fukuda, Yoshinori
    [J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 700 - 704
  • [5] Local area histogram equalization based multispectral image enhancement from clustering using competitive Hopfield neural network
    Chitwong, S
    Boonmee, T
    Cheevasuvit, F
    [J]. CCECE 2003: CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, PROCEEDINGS: TOWARD A CARING AND HUMANE TECHNOLOGY, 2003, : 1715 - 1718
  • [6] <bold>ROBUST NEURAL NETWORK CONTROL OF A QUADROTOR HELICOPTER</bold>
    Nicol, C.
    Macnab, C. J. B.
    Ramirez-Serrano, A.
    [J]. 2008 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-4, 2008, : 1178 - +
  • [7] Sparse Convolutional Neural Network for Skull Reconstruction<bold> </bold>
    Kroviakov, Artem
    Li, Jianning
    Egger, Jan
    [J]. TOWARDS THE AUTOMATIZATION OF CRANIAL IMPLANT DESIGN IN CRANIOPLASTY II, AUTOIMPLANT 2021, 2021, 13123 : 80 - 94
  • [8] FPGA implementation of strongly parallel histogram equalization
    Jamro, Ernest
    Wielgosz, Maciej
    Wiatr, Kazimierz
    [J]. PROCEEDINGS OF THE 2007 IEEE WORKSHOP ON DESIGN AND DIAGNOSTICS OF ELECTRONIC CIRCUITS AND SYSTEMS, 2007, : 93 - +
  • [9] Modeling the BOLD correlates of competitive neural dynamics
    Bonaiuto, James
    Arbib, Michael A.
    [J]. NEURAL NETWORKS, 2014, 49 : 1 - 10
  • [10] <bold>An Asymmetry Subsethood-Based Neural Fuzzy Network</bold>
    Lin, Cheng-Ran
    Lin, Tzu-Chao
    Lee, Chin-Ling
    [J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 2852 - +