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A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression
The assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to e...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6077674/ https://www.ncbi.nlm.nih.gov/pubmed/30112363 http://dx.doi.org/10.1155/2018/1868519 |
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author | Němcová, Andrea Smíšek, Radovan Maršánová, Lucie Smital, Lukáš Vítek, Martin |
author_facet | Němcová, Andrea Smíšek, Radovan Maršánová, Lucie Smital, Lukáš Vítek, Martin |
author_sort | Němcová, Andrea |
collection | PubMed |
description | The assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to express the compression performance through both compression efficiency and signal quality. This paper provides an overview of objective algorithms for the assessment of both ECG signal quality after compression and compression efficiency. In this area, there is a lack of standardization, and there is no extensive review as such. 40 methods were tested in terms of their suitability for quality assessment. For this purpose, the whole CSE database was used. The tested signals were compressed using an algorithm based on SPIHT with varying efficiency. As a reference, compressed signals were manually assessed by two experts and classified into three quality groups. Owing to the experts' classification, we determined corresponding ranges of selected quality evaluation methods' values. The suitability of the methods for quality assessment was evaluated based on five criteria. For the assessment of ECG signal quality after compression, we recommend using a combination of these methods: PSim SDNN, QS, SNR1, MSE, PRDN1, MAX, STDERR, and WEDD SWT. |
format | Online Article Text |
id | pubmed-6077674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-60776742018-08-15 A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression Němcová, Andrea Smíšek, Radovan Maršánová, Lucie Smital, Lukáš Vítek, Martin Biomed Res Int Review Article The assessment of ECG signal quality after compression is an essential part of the compression process. Compression facilitates the signal archiving, speeds up signal transmission, and reduces the energy consumption. Conversely, lossy compression distorts the signals. Therefore, it is necessary to express the compression performance through both compression efficiency and signal quality. This paper provides an overview of objective algorithms for the assessment of both ECG signal quality after compression and compression efficiency. In this area, there is a lack of standardization, and there is no extensive review as such. 40 methods were tested in terms of their suitability for quality assessment. For this purpose, the whole CSE database was used. The tested signals were compressed using an algorithm based on SPIHT with varying efficiency. As a reference, compressed signals were manually assessed by two experts and classified into three quality groups. Owing to the experts' classification, we determined corresponding ranges of selected quality evaluation methods' values. The suitability of the methods for quality assessment was evaluated based on five criteria. For the assessment of ECG signal quality after compression, we recommend using a combination of these methods: PSim SDNN, QS, SNR1, MSE, PRDN1, MAX, STDERR, and WEDD SWT. Hindawi 2018-07-18 /pmc/articles/PMC6077674/ /pubmed/30112363 http://dx.doi.org/10.1155/2018/1868519 Text en Copyright © 2018 Andrea Němcová et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Review Article Němcová, Andrea Smíšek, Radovan Maršánová, Lucie Smital, Lukáš Vítek, Martin A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title | A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title_full | A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title_fullStr | A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title_full_unstemmed | A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title_short | A Comparative Analysis of Methods for Evaluation of ECG Signal Quality after Compression |
title_sort | comparative analysis of methods for evaluation of ecg signal quality after compression |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6077674/ https://www.ncbi.nlm.nih.gov/pubmed/30112363 http://dx.doi.org/10.1155/2018/1868519 |
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