Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM)‎ Texture Analysis of Ultrasound Images of the Intima-Media Complex

Joint Authors

Loizou, C. P.
Pantziaris, M.
Murray, V.
Pattichis, C. S.
Pattichis, Marios S.
Nicolaides, A. N.

Source

International Journal of Biomedical Imaging

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-13, 13 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-03-09

Country of Publication

Egypt

No. of Pages

13

Main Subjects

Medicine

Abstract EN

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.

American Psychological Association (APA)

Loizou, C. P.& Murray, V.& Pattichis, Marios S.& Pantziaris, M.& Nicolaides, A. N.& Pattichis, C. S.. 2014. Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) Texture Analysis of Ultrasound Images of the Intima-Media Complex. International Journal of Biomedical Imaging،Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-478079

Modern Language Association (MLA)

Loizou, C. P.…[et al.]. Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) Texture Analysis of Ultrasound Images of the Intima-Media Complex. International Journal of Biomedical Imaging No. 2014 (2014), pp.1-13.
https://search.emarefa.net/detail/BIM-478079

American Medical Association (AMA)

Loizou, C. P.& Murray, V.& Pattichis, Marios S.& Pantziaris, M.& Nicolaides, A. N.& Pattichis, C. S.. Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) Texture Analysis of Ultrasound Images of the Intima-Media Complex. International Journal of Biomedical Imaging. 2014. Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-478079

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-478079