Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Pandey, Anil Kumar, Chaudhary, Jagrati, Sharma, Akshima, Patel, Hemakshi Chetan, Sharma, Param Dev, Baghel, Vivek, Kumar, Rakesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer - Medknow 2022
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
_version_ 1784768944432742400
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
work_keys_str_mv AT pandeyanilkumar optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT chaudharyjagrati optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT sharmaakshima optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT patelhemakshichetan optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT sharmaparamdev optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT baghelvivek optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform
AT kumarrakesh optimumvalueofscaleandthresholdforcompressionof99mtcmdpbonescanimagesusinghaarwavelettransform