Title :
On the amplitude and phase computation of the AM-FM image model
Author :
Nguyen, Chuong T. ; Havlicek, Joseph P.
Author_Institution :
Sch. of Electr. & Comput. Eng., Univ. of Oklahoma, Norman, OK, USA
Abstract :
We propose an algorithm to compute modulation functions of the AM-FM image model. We show that previous algorithms suffer from the wrapped orientation problem where the discontinuities in the orientation map of the phase gradient cause undesirable artifacts in the computed modulation functions. We address this wrapped orientation problem by imposing a local smoothness constraint on the phase function and solve for the unwrapped phase. The proposed algorithm produces artifact free modulation functions that are in good agreement with underlying image structure. Finally, we demonstrate the superiority of proposed algorithm with visual examples as well as quantitative measurement.
Keywords :
frequency modulation; image processing; AM-FM image model; amplitude computation; artifact free modulation functions; image structure; phase computation; smoothness constraint; wrapped orientation problem; Chirp; Computational modeling; Diamonds; Frequency modulation; Kernel; MONOS devices; Transforms; AM-FM image model; Riesz transform; amplitude modulation; frequency modulation; phase unwrapping;
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICIP.2014.7025877