IJPAM: Volume 46, No. 2 (2008)
Invited Lecture Delivered at
Forth International Conference of Applied Mathematics
and Computing (Plovdiv, Bulgaria, August 12-18, 2007)
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TRANSFORMS, FILTERS AND EDGE DETECTORS
IN IMAGE PROCESSING
Department of Mathematical Sciences
Virginia Commonwealth University
P.O. Box 8095, Doha, QATAR
e-mail: jschmeelk@qatar.vcu.edu
Abstract.This is an expansion of my previous presentation in our Third
International Conference of Applied Mathematics and Computing in 2006 in
Plovdiv. Again, filter design is an integral component to enhance desired
aspects within an image such as clarity of edges. This paper provides an
introduction to filter design and image edge detection using matrices,
partial derivatives, convolutions and frequencies that enter into
identifying components in the problem. We are especially addressing the
notion of edge detection, which has far reaching applications in all areas
of research, including medical research. For example a patient can be
diagnosed as having an aneurysm by studying an angiogram. An angiogram is
the visual view of the blood vessels whereby the edges are highlighted. This
process is completed through convolution, filters and special frequency
techniques using the software, MATLAB 7.2 (2006). Some illustrations
included will be vertical, horizontal and Sobel Edge Detectors together with
some wavelet transforms to locate the edges in an image. We also include the
Fast Fourier Transform to obtain the frequency space together with filtering
such as the use of the Ideal Filter, Butterworth Filter and Bessel Function
Filter.
Received: August 17, 2007
AMS Subject Classification: 68U10
Key Words and Phrases: edge detection in images, filter design, wavelet transforms
Source: International Journal of Pure and Applied Mathematics
ISSN: 1311-8080
Year: 2008
Volume: 46
Issue: 2