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[Keyword] analogic algorithm(2hit)

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  • Feature Extraction of Postage Stamps Using an Iterative Approach of CNN

    Jun KISHIDA  Csaba REKECZKY  Yoshifumi NISHIO  Akio USHIDA  

     
    LETTER-Neural Networks

      Vol:
    E79-A No:10
      Page(s):
    1741-1746

    In this article, a new analogic CNN algorithm to extract features of postage stamps in gray-scale images Is introduced. The Gradient Controlled Diffusion method plays an important role in the approach. In our algorithm, it is used for smoothing and separating Arabic figures drawn with a color which is similar to the background color. We extract Arabic figures in postage stamps by combining Gradient Controlled Diffusion with nearest neighbor linear CNN template and logic operations. Applying the feature extraction algorithm to different test images it has been verified that it is also effective in complex segmentation problems

  • Rotation Invariant Detection of Moving and Standing Objects Using Analogic Cellular Neural Network Algorithms Based on Ring-Codes

    Csaba REKECZKY  Akio USHIDA  Tamás ROSKA  

     
    PAPER

      Vol:
    E78-A No:10
      Page(s):
    1316-1330

    Cellular Neural Networks (CNNs) are nonlinear dynamic array processors with mainly local interconnections. In most of the applications, the local interconnection pattern, called cloning template, is translation invariant. In this paper, an optimal ring-coding method for rotation invariant description of given set of objects, is introduced. The design methodology of the templates based on the ring-codes and the synthesis of CNN analogic algorithms to detect standing and moving objects in a rotationally invariant way, discussed in detail. It is shown that the algorithms can be implemented using the CNN Universal Machine, the recently invented analogic visual microprocessor. The estimated time performance and the parallel detecting capability is emphasized, the limitations are also thoroughly investigated.