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Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform
INTRODUCTION: Wavelet transforms of an image result in set of wavelet coefficients. Thresholding eliminates insignificant coefficients while retaining the significant ones (resulting in matrix having few nonzero elements that need to be stored). The compressed image is reconstructed by applying inver...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer - Medknow
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9380794/ https://www.ncbi.nlm.nih.gov/pubmed/35982817 http://dx.doi.org/10.4103/ijnm.ijnm_170_21 |
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author | Pandey, Anil Kumar Chaudhary, Jagrati Sharma, Akshima Patel, Hemakshi Chetan Sharma, Param Dev Baghel, Vivek Kumar, Rakesh |
author_facet | Pandey, Anil Kumar Chaudhary, Jagrati Sharma, Akshima Patel, Hemakshi Chetan Sharma, Param Dev Baghel, Vivek Kumar, Rakesh |
author_sort | Pandey, Anil Kumar |
collection | PubMed |
description | INTRODUCTION: Wavelet transforms of an image result in set of wavelet coefficients. Thresholding eliminates insignificant coefficients while retaining the significant ones (resulting in matrix having few nonzero elements that need to be stored). The compressed image is reconstructed by applying inverse wavelet transform. The quality of compressed image deteriorates with increase in compression. Hence, finding optimum value of scale and threshold is a challenging task. The objective of the study was to find the optimum value of scale and threshold for compressing 99mTc-methylene diphosphonate (99 mTc-MDP) bone scan images using Haar wavelet transform. MATERIALS AND METHODS: Haar wavelet transform at scale 1–8 was applied on 106 99 mTc-MDP whole-body bone scan images, and wavelet coefficients were threshold at 90, 95, 97, and 99 percentiles, followed by inverse wavelet transform to get 3392 compressed images. Nuclear medicine physician (NMP) compared compressed image with its corresponding input to label it as acceptable or unacceptable. The values of scale and threshold that resulted in majority of acceptable images were considered to be optimum. The quality of compressed image was also evaluated using perception image quality evaluator (PIQE) image quality metrics. Compression ratio was calculated by dividing the number of nonzero elements after thresholding wavelet coefficients by the number of nonzero elements in Haar decomposed matrix. RESULTS: NMP found quality of compressed images (obtained at scale 2 and 90 percentile threshold) identical to the quality of the corresponding input images. As per PIQE score, quality of compressed images was perceptually better than that of the corresponding input images. CONCLUSIONS: The optimum values of scale and threshold were determined to be 2 and 90 percentiles, respectively. |
format | Online Article Text |
id | pubmed-9380794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Wolters Kluwer - Medknow |
record_format | MEDLINE/PubMed |
spelling | pubmed-93807942022-08-17 Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform Pandey, Anil Kumar Chaudhary, Jagrati Sharma, Akshima Patel, Hemakshi Chetan Sharma, Param Dev Baghel, Vivek Kumar, Rakesh Indian J Nucl Med Original Article INTRODUCTION: Wavelet transforms of an image result in set of wavelet coefficients. Thresholding eliminates insignificant coefficients while retaining the significant ones (resulting in matrix having few nonzero elements that need to be stored). The compressed image is reconstructed by applying inverse wavelet transform. The quality of compressed image deteriorates with increase in compression. Hence, finding optimum value of scale and threshold is a challenging task. The objective of the study was to find the optimum value of scale and threshold for compressing 99mTc-methylene diphosphonate (99 mTc-MDP) bone scan images using Haar wavelet transform. MATERIALS AND METHODS: Haar wavelet transform at scale 1–8 was applied on 106 99 mTc-MDP whole-body bone scan images, and wavelet coefficients were threshold at 90, 95, 97, and 99 percentiles, followed by inverse wavelet transform to get 3392 compressed images. Nuclear medicine physician (NMP) compared compressed image with its corresponding input to label it as acceptable or unacceptable. The values of scale and threshold that resulted in majority of acceptable images were considered to be optimum. The quality of compressed image was also evaluated using perception image quality evaluator (PIQE) image quality metrics. Compression ratio was calculated by dividing the number of nonzero elements after thresholding wavelet coefficients by the number of nonzero elements in Haar decomposed matrix. RESULTS: NMP found quality of compressed images (obtained at scale 2 and 90 percentile threshold) identical to the quality of the corresponding input images. As per PIQE score, quality of compressed images was perceptually better than that of the corresponding input images. CONCLUSIONS: The optimum values of scale and threshold were determined to be 2 and 90 percentiles, respectively. Wolters Kluwer - Medknow 2022 2022-07-08 /pmc/articles/PMC9380794/ /pubmed/35982817 http://dx.doi.org/10.4103/ijnm.ijnm_170_21 Text en Copyright: © 2022 Indian Journal of Nuclear Medicine https://creativecommons.org/licenses/by-nc-sa/4.0/This is an open access journal, and articles are distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as appropriate credit is given and the new creations are licensed under the identical terms. |
spellingShingle | Original Article Pandey, Anil Kumar Chaudhary, Jagrati Sharma, Akshima Patel, Hemakshi Chetan Sharma, Param Dev Baghel, Vivek Kumar, Rakesh Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title | Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title_full | Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title_fullStr | Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title_full_unstemmed | Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title_short | Optimum Value of Scale and Threshold for Compression of 99mTc-MDP Bone Scan Images using Haar Wavelet Transform |
title_sort | optimum value of scale and threshold for compression of 99mtc-mdp bone scan images using haar wavelet transform |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9380794/ https://www.ncbi.nlm.nih.gov/pubmed/35982817 http://dx.doi.org/10.4103/ijnm.ijnm_170_21 |
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