An amplitude-modulated radial harmonic filter is introduced to improve the
discrimination of the radial harmonic filter for shift- and scale-invariant
pattern recognition. The improvement of discrimination is achieved by Four
ier-domain amplitude modulation, which places more emphasis on the high-fre
quency terms. The gain of better discrimination, however, is at the cost of
poorer noise robustness since the amplitude-modulated radial harmonic filt
er is an optimal trade-off filter for noise robustness and discrimination.
To compensate for the loss of noise robustness, we apply the technique of F
ourier-domain amplitude truncation to the proposed filter. With a given siz
e of bandpass, the amplitude truncation approach results in the lowest sign
al energy loss, thus yielding a better SNR and discrimination than with a l
ow-pass amplitude-modulated radial harmonic filter. (C) 2000 Society of Pho
to-Optical Instrumentation Engineers. [S0091-3286(00)00405-0].