Signal and Image Processing with Neural Networks: A C++ SourceBook

Overview

This unique book/disk set is the only guide you need to learn practical, proven techniques for integrating traditional signal/image-processing methods with modern neural networks. It provides thorough, clear, and highly readable coverage of complex-domain neural networks, which are generally superior to the usual real domain models when processing complex data. Signal and Image Processing with Neural Networks presents the only detailed descriptions available in print of standard multiple-layer feedforward ...
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Overview

This unique book/disk set is the only guide you need to learn practical, proven techniques for integrating traditional signal/image-processing methods with modern neural networks. It provides thorough, clear, and highly readable coverage of complex-domain neural networks, which are generally superior to the usual real domain models when processing complex data. Signal and Image Processing with Neural Networks presents the only detailed descriptions available in print of standard multiple-layer feedforward networks generalized to the complex domain. Always stressing the practical and the intuitive, this book/disk set will enable you to perform all relevant techniques and procedures. C++ subroutines are provided for all techniques, and the discussion of data preparation for neural networks focuses on special requirements for signal and image processing. Techniques presented include gabor transforms in one and two dimensions; wavelets, focusing on the Morlet wavelet, in one and two dimensions; object identification based on shape via Fourier analysis of the perimeter and shape moments; image classification via tone and texture variables; fast transforms in the frequency domain; integration of these techniques with modern neural networks; and much more.

The first book to offer practical applications of neural networks to solve problems in digital signal processing and imaging. A highly practical book with a minimum of math and a wealth of examples. Disk includes a complete program for training, testing, and using neural networks along with C++ subroutines for all techniques discussed and source for the book's example code.

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Editorial Reviews

Booknews
Provides coverage of complex-domain neural networks, and presents the only detailed description in print of standard multiple- layer feedforward networks generalized to the complex domain. C++ subroutines are provided for all techniques, and the discussion of data preparation for neural networks focuses on special requirements for signal and image processing. An accompanying disk includes C++ source code for a wide variety of signal and image algorithms as well as a complex-domain neural network training and testing system. Annotation c. Book News, Inc., Portland, OR (booknews.com)
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Product Details

  • ISBN-13: 9780471049630
  • Publisher: Wiley, John & Sons, Incorporated
  • Publication date: 7/11/1994
  • Edition number: 1
  • Pages: 417
  • Product dimensions: 7.47 (w) x 9.17 (h) x 1.06 (d)

Table of Contents

1 The Role of Neural Networks in Signal and Image Processing 1
2 Neurons in the Complex Domain 11
3 Data Preparation for Neural Networks 61
4 Frequency-Domain Techniques 81
5 Time/Frequency Localization 137
6 Time/Frequency Applications 219
7 Image Processing in the Frequency Domain 243
8 Moment-Based Image Features 307
9 Tone/Texture Descriptors 345
10 Using the MLFN Program 365
Appendix: About the Program Disk 395
Bibliography 399
Index 413
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