Journal on Communications ›› 2014, Vol. 35 ›› Issue (5): 88-94.doi: 10.3969/j.issn.1000-436x.2014.05.012

• academic paper • Previous Articles     Next Articles

Robustness design of templates for logic OR operation CNN in gray-scale images

Qun ZHANG1,Le-quan MIN1,2   

  1. 1 School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, China
    2 School of Mathematics and Physics, University of Science and Technology Beijing, Beijing 100083, China
  • Online:2014-05-25 Published:2017-07-24
  • Supported by:
    The National Natural Science Foundations of China;The Ph.D. Research Funds of the University of Science and Technology

Abstract:

A kind of gray-scale logic OR operation (GLOGOR) CNN was proposed by formulating the logic OR algo-rithms for gray-scale images. It could perform a pixel-wise logic OR operation on corresponding elements of two gray-scale images. A theorem was established to design the robustness template parameters of GLOGOR CNN, and a ri-gorous mathematical proof was given. The theorem provided parameter inequalities for determining parameter intervals to implement the corresponding tasks. The simulation results illustrate the effectiveness of the methodology.

Key words: CNN, gray-scale images, logic OR operation, robustness template design

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