Title :
Adaptive sampling and processing of ultrasound images
Author :
V, Paul Rodríguez ; Pattichis, Marios S.
Author_Institution :
Dept. of Electr. & Comput. Eng., New Mexico Univ., Albuquerque, NM, USA
Abstract :
An AM-FM video image representation is developed and applied to M-mode ultrasound. The AM-FM representation describes the video in terms of an AM-FM series expansion. For estimation, the fundamental AM-FM harmonic is estimated using a collection of bandpass filters that are adaptively selected so that one with the maximum response is selected. For each bandpass filter, the output image is downsampled depending on the spectral support of the filter. Using results from multidimensional frequency modulation theory, it is shown that a fast separable implementation is possible. In turn, good estimates are obtained from a collection of only two separable, bandpass filters approximated with just a small number of 11 coefficients and the recently developed SIMD-FFT. The fundamental AM-FM harmonic is seen to capture the essential structure of the image and simple thresholding of the amplitude estimate yields very good segmentation results.
Keywords :
adaptive signal processing; amplitude modulation; band-pass filters; echocardiography; fast Fourier transforms; frequency modulation; image sampling; image segmentation; medical image processing; parameter estimation; video signal processing; AM-FM video image; FFT; M-mode ultrasound; adaptive processing; adaptive sampling; bandpass filters; cardiac ultrasound video; multidimensional frequency modulation theory; segmentation; ultrasound images; Amplitude estimation; Band pass filters; Frequency modulation; Image representation; Image sampling; Image segmentation; Multidimensional systems; Power harmonic filters; Ultrasonic imaging; Yield estimation;
Conference_Titel :
Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-7147-X
DOI :
10.1109/ACSSC.2001.986939