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Effect of zooming on texture features of ultrasonic images
BACKGROUND: Unstable carotid plaques on subjective, visual, assessment using B-mode ultrasound scanning appear as echolucent and heterogeneous. Although previous studies on computer assisted plaque characterisation have standardised B-mode images for brightness, improving the objective assessment of...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2006
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1420338/ https://www.ncbi.nlm.nih.gov/pubmed/16441894 http://dx.doi.org/10.1186/1476-7120-4-8 |
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author | Kakkos, Stavros K Nicolaides, Andrew N Kyriacou, Efthyvoulos Pattichis, Constantinos S Geroulakos, George |
author_facet | Kakkos, Stavros K Nicolaides, Andrew N Kyriacou, Efthyvoulos Pattichis, Constantinos S Geroulakos, George |
author_sort | Kakkos, Stavros K |
collection | PubMed |
description | BACKGROUND: Unstable carotid plaques on subjective, visual, assessment using B-mode ultrasound scanning appear as echolucent and heterogeneous. Although previous studies on computer assisted plaque characterisation have standardised B-mode images for brightness, improving the objective assessment of echolucency, little progress has been made towards standardisation of texture analysis methods, which assess plaque heterogeneity. The aim of the present study was to investigate the influence of image zooming during ultrasound scanning on textural features and to test whether or not resolution standardisation decreases the variability introduced. METHODS: Eighteen still B-mode images of carotid plaques were zoomed during carotid scanning (zoom factor 1.3) and both images were transferred to a PC and normalised. Using bilinear and bicubic interpolation, the original images were interpolated in a process of simulating off-line zoom using the same interpolation factor. With the aid of the colour-coded image, carotid plaques of the original, zoomed and two resampled images for each case were outlined and histogram, first order and second order statistics were subsequently calculated. RESULTS: Most second order statistics (21/25, 84%) were significantly (p < 0.05) sensitive to image zooming during scanning, in contrast to histogram and first order statistics (4/25, 16%, p < 0.001, Fisher's exact test). Median (interquartile range) change of those features sensitive to zooming was 18.14% (4.94–28.43). Image interpolation restored these changes, the bicubic interpolation being superior compared to bilinear interpolation (p = 0.036). CONCLUSION: Texture analysis of ultrasonic plaques should be performed under standardised resolution settings; otherwise a resolution normalisation algorithm should be applied. |
format | Text |
id | pubmed-1420338 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2006 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-14203382006-03-30 Effect of zooming on texture features of ultrasonic images Kakkos, Stavros K Nicolaides, Andrew N Kyriacou, Efthyvoulos Pattichis, Constantinos S Geroulakos, George Cardiovasc Ultrasound Research BACKGROUND: Unstable carotid plaques on subjective, visual, assessment using B-mode ultrasound scanning appear as echolucent and heterogeneous. Although previous studies on computer assisted plaque characterisation have standardised B-mode images for brightness, improving the objective assessment of echolucency, little progress has been made towards standardisation of texture analysis methods, which assess plaque heterogeneity. The aim of the present study was to investigate the influence of image zooming during ultrasound scanning on textural features and to test whether or not resolution standardisation decreases the variability introduced. METHODS: Eighteen still B-mode images of carotid plaques were zoomed during carotid scanning (zoom factor 1.3) and both images were transferred to a PC and normalised. Using bilinear and bicubic interpolation, the original images were interpolated in a process of simulating off-line zoom using the same interpolation factor. With the aid of the colour-coded image, carotid plaques of the original, zoomed and two resampled images for each case were outlined and histogram, first order and second order statistics were subsequently calculated. RESULTS: Most second order statistics (21/25, 84%) were significantly (p < 0.05) sensitive to image zooming during scanning, in contrast to histogram and first order statistics (4/25, 16%, p < 0.001, Fisher's exact test). Median (interquartile range) change of those features sensitive to zooming was 18.14% (4.94–28.43). Image interpolation restored these changes, the bicubic interpolation being superior compared to bilinear interpolation (p = 0.036). CONCLUSION: Texture analysis of ultrasonic plaques should be performed under standardised resolution settings; otherwise a resolution normalisation algorithm should be applied. BioMed Central 2006-01-28 /pmc/articles/PMC1420338/ /pubmed/16441894 http://dx.doi.org/10.1186/1476-7120-4-8 Text en Copyright © 2006 Kakkos et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Kakkos, Stavros K Nicolaides, Andrew N Kyriacou, Efthyvoulos Pattichis, Constantinos S Geroulakos, George Effect of zooming on texture features of ultrasonic images |
title | Effect of zooming on texture features of ultrasonic images |
title_full | Effect of zooming on texture features of ultrasonic images |
title_fullStr | Effect of zooming on texture features of ultrasonic images |
title_full_unstemmed | Effect of zooming on texture features of ultrasonic images |
title_short | Effect of zooming on texture features of ultrasonic images |
title_sort | effect of zooming on texture features of ultrasonic images |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1420338/ https://www.ncbi.nlm.nih.gov/pubmed/16441894 http://dx.doi.org/10.1186/1476-7120-4-8 |
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