Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images
Single-photon emission computed tomography (SPECT) images can significantly help physicians in diagnosing patients with coronary artery or suspected coronary artery diseases. However, these images are grayscale with qualities that are not readily visible. The objective of this study was to evaluate...
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sg-ntu-dr.10356-1688162023-06-24T16:47:46Z Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images Rahimian, Abdurrahim Etehadtavakol, Mahnaz Moslehi, Masoud Ng, Eddie Yin Kwee School of Mechanical and Aerospace Engineering Engineering::Mechanical engineering Pseudo-Coloring Quality Assessment Single-photon emission computed tomography (SPECT) images can significantly help physicians in diagnosing patients with coronary artery or suspected coronary artery diseases. However, these images are grayscale with qualities that are not readily visible. The objective of this study was to evaluate the effectiveness of different pseudo-coloring algorithms of myocardial perfusion SPECT images. Data were collected using a Siemens Symbia T2 dual-head SPECT/computed tomography (CT) scanner. After pseudo-coloring, the images were assessed both qualitatively and quantitatively. The qualities of different pseudo-color images were examined by three experts, while the images were evaluated quantitatively by obtaining indices such as mean squared error (MSE), peak signal-to-noise ratio (PSNR), normalized color difference (NCD), and structure similarity index metric (SSIM). The qualitative evaluation demonstrated that the warm color map (WCM), followed by the jet color map, outperformed the remaining algorithms in terms of revealing the non-visible qualities of the images. Furthermore, the quantitative evaluation results demonstrated that the WCM had the highest PSNR and SSIM but the lowest MSE. Overall, the WCM could outperform the other color maps both qualitatively and quantitatively. The novelty of this study includes comparing different pseudo-coloring methods to improve the quality of myocardial perfusion SPECT images and utilizing our collected datasets. Published version 2023-06-19T08:32:27Z 2023-06-19T08:32:27Z 2022 Journal Article Rahimian, A., Etehadtavakol, M., Moslehi, M. & Ng, E. Y. K. (2022). Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images. Journal of Imaging, 8(12), 331-. https://dx.doi.org/10.3390/jimaging8120331 2313-433X https://hdl.handle.net/10356/168816 10.3390/jimaging8120331 36547496 2-s2.0-85144599075 12 8 331 en Journal of Imaging © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). application/pdf |
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Engineering::Mechanical engineering Pseudo-Coloring Quality Assessment Rahimian, Abdurrahim Etehadtavakol, Mahnaz Moslehi, Masoud Ng, Eddie Yin Kwee Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
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Single-photon emission computed tomography (SPECT) images can significantly help physicians in diagnosing patients with coronary artery or suspected coronary artery diseases. However, these images are grayscale with qualities that are not readily visible. The objective of this study was to evaluate the effectiveness of different pseudo-coloring algorithms of myocardial perfusion SPECT images. Data were collected using a Siemens Symbia T2 dual-head SPECT/computed tomography (CT) scanner. After pseudo-coloring, the images were assessed both qualitatively and quantitatively. The qualities of different pseudo-color images were examined by three experts, while the images were evaluated quantitatively by obtaining indices such as mean squared error (MSE), peak signal-to-noise ratio (PSNR), normalized color difference (NCD), and structure similarity index metric (SSIM). The qualitative evaluation demonstrated that the warm color map (WCM), followed by the jet color map, outperformed the remaining algorithms in terms of revealing the non-visible qualities of the images. Furthermore, the quantitative evaluation results demonstrated that the WCM had the highest PSNR and SSIM but the lowest MSE. Overall, the WCM could outperform the other color maps both qualitatively and quantitatively. The novelty of this study includes comparing different pseudo-coloring methods to improve the quality of myocardial perfusion SPECT images and utilizing our collected datasets. |
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School of Mechanical and Aerospace Engineering |
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School of Mechanical and Aerospace Engineering Rahimian, Abdurrahim Etehadtavakol, Mahnaz Moslehi, Masoud Ng, Eddie Yin Kwee |
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Article |
author |
Rahimian, Abdurrahim Etehadtavakol, Mahnaz Moslehi, Masoud Ng, Eddie Yin Kwee |
author_sort |
Rahimian, Abdurrahim |
title |
Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
title_short |
Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
title_full |
Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
title_fullStr |
Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
title_full_unstemmed |
Comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
title_sort |
comparing different algorithms for the pseudo-coloring of myocardial perfusion single-photon emission computed tomography images |
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2023 |
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https://hdl.handle.net/10356/168816 |
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1772825981972643840 |