ONE-DIMENSIONAL LOGARITHMIC HARMONIC SYNTHETIC DISCRIMINANT FUNCTION FILTERS FOR SHIFT-INVARIANT, SCALE-INVARIANT, AND PROJECTION-INVARIANTPATTERN-RECOGNITION
Jp. Yao et G. Lebreton, ONE-DIMENSIONAL LOGARITHMIC HARMONIC SYNTHETIC DISCRIMINANT FUNCTION FILTERS FOR SHIFT-INVARIANT, SCALE-INVARIANT, AND PROJECTION-INVARIANTPATTERN-RECOGNITION, Optics letters, 23(7), 1998, pp. 537-539
We introduce a new approach for shift-, scale-, and projection-invaria
nt pattern recognition that combines the harmonic expansion and the sy
nthetic discriminant function approaches by use of a synthetic discrim
inant function filter with equal-order one-dimensional logarithmic har
monic components. Because projection invariance in one direction is gu
aranteed by the harmonics, the required number of training images is m
uch fewer than with classical synthetic discriminant function filters.
(C) 1998 Optical Society of America.