Soft Computing for Image Processing / Edition 1

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Overview

The volume provides a collection of 21 articles containing new material and describing, in a unified way with extensive real life applications, the merits and significance of performing different image processing/analysis tasks in soft computing paradigm. The articles, written by leading experts all over the world, demonstrate the various ways the fuzzy logic, artificial neural networks, genetic algorithms and fractals can be used independently and in integrated manner to provide efficient and flexible information processing capabilities in a stronger computational paradigm for handling the tasks like filtering, edge detection, segmentation, compression , classification, motion estimation, character regognition and target identification. Application domain includes, among others, data mining, computer vision, pattern recognition and machine learning, information technology, remote sensing, forensic investigation, video abstraction and knowledge based systems.

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Product Details

  • ISBN-13: 9783790824681
  • Publisher: Physica-Verlag HD
  • Publication date: 12/15/2010
  • Series: Studies in Fuzziness and Soft Computing Series , #42
  • Edition description: Softcover reprint of hardcover 1st ed. 2000
  • Edition number: 1
  • Pages: 591
  • Product dimensions: 9.21 (w) x 6.14 (h) x 1.24 (d)

Table of Contents

S.K. Pal, A. Ghosh, M.K. Kundu: Soft Computing and Image Analysis: Features, Relevance and Hybridization.- Preprocessing and Feature Extraction: F.Russo: Image Filtering Using Evolutionary Neural Fuzzy Systems.- T. Law, D. Shibata, T. Nakamura, L. He, H. Itoh: Edge Extraction Using Fuzzy Reasoning.- S.K. Mitra, C.A. Murthy, M.K. Kundu: Image Compression and Edge Extraction Using Fractal Technique and Genetic Algorithms.- S. Mitra, R. Castellanos, S.-Y. Yang, S. Pemmaraju: Adaptive Clustering for Efficient Segmentation and Vector Quantization of Images.- B. Uma Shankar, A. Ghosh, S.K. Pal: On Fuzzy Thresholding of Remotely Sensed Images.- W. Skarbek: Image Compression Using Pixel Neural Networks.- L He, Y. Chao, T. Nakamura, H. Itho: Genetic Algorithm and Fuzzy Reasoning for Digital Image Compression Using Triangular Plane Patches.- N B. Karayiannis, T.C. Wang: Compression of Digital Mammograms Using Wavelets and Fuzzy Algorithms for Learning Vector Quantization.- V.D. Gesú: Soft Computing and Image Analysis.- J.H. Han, T.Y. Kim, L.T. Kóczy: Fuzzy Interpretation of Image Data.- Classification: M. Grabisch: New Pattern Recognition Tools Based on Fuzzy Logic for Image Understanding.- N.K. Kasabov, S.I. Israel, B.J. Woodford: Adaptive, Evolving, Hybrid Connectionist Systems for Image Pattern Recognition.- P.A. Stadter, N.K Bose: Neuro-Fuzzy Computing: Structure, Performance Measure and Applications.- K. D. Bollacker, J. Ghosh: Knowledge Reuse Mechanisms for Categorizing Related Image Sets.- K. C. Gowda, P. Nagabhushan, H.N. Srikanta Prakash: Symbolic Data Analysis for Image Processing.- Applications: N.M. Nasrabadi, S. De, L.-C. Wang, S. Rizvi, A. Chan: The Use of Artificial Neural Networks for Automatic Target Recognition.- S. Gutta, H. Wechsler:Hybrid Systems for Facial Analysis and Processing Tasks.- V. Susheela Devi, M. Narasimha Murty: Handwritten Digit Recognition Using Soft Computing Tools.- T.L. Huntsburger, J.R. Rose, D. Girard: Neural Systems for Motion Analysis: Single Neuron and Network Approaches.- H.M. Kim, B. Kosko: Motion Estimation and Compensation with Neural Fuzzy Systems.

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