An. Evans et Ms. Nixon, BIASED MOTION-ADAPTIVE TEMPORAL FILTERING FOR SPECKLE REDUCTION IN ECHOCARDIOGRAPHY, IEEE transactions on medical imaging, 15(1), 1996, pp. 39-50
Citations number
34
Categorie Soggetti
Engineering, Biomedical","Radiology,Nuclear Medicine & Medical Imaging
This paper describes a new fully motion-adaptive spatio-temporal filte
ring technique to reduce the speckle in ultrasound images, The advanta
ges of this approach are demonstrated in echocardiographic boundary de
tection and in comparison with other techniques, The first stage of ma
ny automated echocardiographic image interpretation schemes is filteri
ng to reduce the amount of speckle noise, We show how the two-dimensio
nal least mean squares (TDLMS) filter can be configured as a motion-co
mpensated filter for a time sequence of ultrasound images that elimina
tes the blurring associated with direct averaging, For an image corrup
ted by multiplicative speckle noise, the mode of the intensity distrib
ution approximates the maximum likelihood estimator, In consequence, t
he temporal filter's output is biased towards the mode from the mean,
using information contained within the speckle itself. A new adaptive
algorithm for controlling the filter's convergence is also included, T
o evaluate performance, application to simulated, phantom, and an in v
ivo test sequence of the carotid artery are considered in comparison w
ith other techniques, The effect of filtering on edges is of great imp
ortance, as these are used by subsequent image interpretation schemes,
Quantitative measurements demonstrate the effectiveness of the Biased
TDLMS filter, for both noise reduction and edge preservation, Echocar
diographic images have a high noise content and suffer from poor contr
ast, Despite this challenging environment, the Biased TDLMS filter is
shown to produce images that are better inputs for subsequent feature
extraction. The benefits for echocardiographic images are highlighted
by considering the problems of mitral valve analysis and extraction of
the left atrium boundary.