Title :
Robust Multiscale AM-FM Demodulation of Digital Images
Author :
Murray, Víctor ; Rodriguez, P.V. ; Pattichis, Marios S.
Author_Institution :
New Mexico Univ., Albuquerque
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
In this paper, we introduce new multiscale AM-FM demodulation algorithms that provide significant improvements in accuracy over previously reported approaches. The improvements are due to the use of new filterbanks based on separable filters supported in just two quadrants. The QEA, robust-QEA and Vakman methods are improved with this new filterbanks. A number of 2-D AM-FM examples are presented, where we observe significant accuracy improvements. For Lena, the mean-square-error for the AM-FM harmonic reconstruction is reduced by 88.31%. Similarly, for a AM-FM synthetic example of sinusoidal phase and Gaussian amplitude, the mean-square-error is reduced by: (i) 70.86% for the reconstruction, (ii) 99.66% for the instantaneous amplitude and (iii) 96.52% for the sinusoidal instantaneous frequency component.
Keywords :
Gaussian processes; digital filters; image processing; mean square error methods; AM-FM demodulation algorithms; AM-FM harmonic reconstruction; Gaussian amplitude; Vakman methods; digital images; filterbanks; mean-square-error; robust multiscale am-fm demodulation; robust-QEA; separable filters; sinusoidal instantaneous frequency component; Birth disorders; Demodulation; Digital images; Frequency estimation; Frequency modulation; Image reconstruction; Multidimensional systems; Power harmonic filters; Robustness; Signal analysis; Multidimensional demodulation; multidimensional amplitude modulation; multidimensional frequency modulation;
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2007.4378992