Wavelet Transforms and Parallel Image Processing.

Abstract

A wavelet function generated by a specially constructed symmetric scale function has been explored for use in edge detection. Experiments showed that relatively refined edge information was obtained in the coarse resolution levels. An edge detection algorithm based on regularization with space-varying parameters has been developed, where the values of the parameters are adaptively determined iteratively. A multiscale edge detection algorithm using a first order regularization filter has been developed. It is demonstrated experimentally that the high localization performance of the filter is combined with high detection performance by using a multiscale integration scheme. Time performances have been evaluated for different embeddings of the wavelet coefficients into two dimensional meshes over typical wavelet based algorithms. Parallel image processing algorithms are under study to identify fundamental parallel limits and to enable fully their parallel application in multiresolution application. Novel graph compounds which can be utilized to enhance communication bandwidth in mesh architectures have been evaluated and appear to offer some promise in image processing.

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Document Details

Document Type
Technical Report
Publication Date
Jun 29, 1991
Accession Number
ADA239196

Entities

People

  • Ching-chung Li
  • M. Goekmen
  • Richard W. Hall

Organizations

  • University of Pittsburgh

Tags

Communities of Interest

  • Energy and Power Technologies
  • Human Systems

DTIC Thesaurus Topics

  • Algorithms
  • Artificial Intelligence
  • Change Detection
  • Computer Architecture
  • Computer Vision
  • Computing System Architectures
  • Electrical Engineering
  • Image Processing
  • Parallel Computing
  • Parallel Processing
  • Pattern Recognition
  • Signal Processing
  • Three Dimensional
  • Two Dimensional
  • Wavelet Transforms

Readers

  • Computer Vision.
  • Neural Network Machine Learning.

Technology Areas

  • Space
  • Space - Space Objects