Title
Despeckle filtering for multiscale amplitude-modulation frequency-modulation (AM-FM) texture analysis of ultrasound images of the intima-media complex
Date Issued
01 January 2014
Access level
open access
Resource Type
journal article
Author(s)
Loizou C.
Pattichis M.
Pantziaris M.
Nicolaides A.
Pattichis C.
Publisher(s)
Hindawi Publishing Corporation
Abstract
The intima-media thickness (IMT) of the common carotid artery (CCA) is widely used as an early indicator of cardiovascular disease (CVD). Typically, the IMT grows with age and this is used as a sign of increased risk of CVD. Beyond thickness, there is also clinical interest in identifying how the composition and texture of the intima-media complex (IMC) changed and how these textural changes grow into atherosclerotic plaques that can cause stroke. Clearly though texture analysis of ultrasound images can be greatly affected by speckle noise, our goal here is to develop effective despeckle noise methods that can recover image texture associated with increased rates of atherosclerosis disease. In this study, we perform a comparative evaluation of several despeckle filtering methods, on 100 ultrasound images of the CCA, based on the extracted multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) texture features and visual image quality assessment by two clinical experts. Texture features were extracted from the automatically segmented IMC for three different age groups. The despeckle filters hybrid median and the homogeneous mask area filter showed the best performance by improving the class separation between the three age groups and also yielded significantly improved image quality. © 2014 C. P. Loizou et al.
Volume
2014
Language
English
OCDE Knowledge area
Ingeniería médica Radiología, Medicina nuclear, Imágenes médicas Oftalmología
Scopus EID
2-s2.0-84897545511
Source
International Journal of Biomedical Imaging
ISSN of the container
16874188
Sources of information: Directorio de Producción Científica Scopus