Title :
The Application of Filtered Transforms to the General Classification Problem
Author :
Carl, Joseph W. ; Hall, Charles F.
Author_Institution :
Mathematics and Analysis Branch, Aerospace Medical Research Laboratories, Wright-Patterson Air Force Base
fDate :
7/1/1972 12:00:00 AM
Abstract :
An image classification model based on nearest prototypes in filtered Fourier and Walsh transform domains is presented. A computer simulation of the model applied to handwritten English letters, Russian letters, numerals, and electromagnetic signals is also presented. Experiments to date fail to refute the working hypothesis that generalized harmonic analysis can be used to reliably classify alphabet characters, time-varying signals, and other images.
Keywords :
Feature extraction, Fourier transform, Hadamard transform, image classification, image processing, pattern recognition, Walsh transform.; Application software; Automation; Biomedical imaging; Feature extraction; Fourier transforms; Geophysics computing; Image classification; Image processing; Optical computing; Pattern recognition; Feature extraction, Fourier transform, Hadamard transform, image classification, image processing, pattern recognition, Walsh transform.;
Journal_Title :
Computers, IEEE Transactions on
DOI :
10.1109/T-C.1972.223582