Publication detail

Assessment of ECG Signal Quality After Compression

NĚMCOVÁ, A. VÍTEK, M. MARŠÁNOVÁ, L. SMÍŠEK, R. SMITAL, L.

Original Title

Assessment of ECG Signal Quality After Compression

Type

conference paper

Language

English

Original Abstract

Highly efficient lossy compression algorithms for ECG signals are connected with distortion of the signals; lossy compression is a compromise between compression efficiency and signal quality. It is recommended to express this relation using rate-distortion curve. To decide whether the signal is suitable for further analysis, it is necessary to assess its quality after reconstruction. Although there exist many methods for quality assessment, neither of them is standardized or unified. The methods usually do not offer any information about their acceptable values. This paper introduces 10 new methods for signal quality assessment and their limits. Four methods are simple (entropy, mean, median, spectra similarity), two are based on delineation of ECG (SiP, SiPA), and four combine dynamic time warping, delineation, and calculation of distance (DTWdist, DTWpmfp1, DTWpmfp2, pmfp). These methods are tested on the whole standard CSE database using compression algorithm based on wavelet transform and set partitioning in hierarchical trees. The signals were compressed with various efficiency expressed by average value length (avL). Two ECG experts divided the compressed signals into three quality groups: perfect quality, good quality, not evaluable ECG. Owing to the experts’ ECG classification, we set the range of avL for each quality group. Based on this, we determined corresponding ranges of new methods’ values. Based on the trend of rate-distortion curve, its sensitivity, variability, their ratio at important boundary avL = 0.8 bps, and computational demand of the methods, we recommend four methods for further use.

Keywords

Compression;ECG;Electrocardiogram;Quality assessment;Quality evaluation;SPIHT;CSE;database

Authors

NĚMCOVÁ, A.; VÍTEK, M.; MARŠÁNOVÁ, L.; SMÍŠEK, R.; SMITAL, L.

Released

14. 5. 2018

Publisher

Springer Singapore

Location

Praha

ISBN

978-981-10-9038-7

Book

World Congress on Medical Physics and Biomedical Engineering 2018

Edition

IFMBE Proceedings

Edition number

3

ISBN

1680-0737

Periodical

IFMBE PROCEEDINGS

Year of study

68

Number

3

State

Kingdom of Sweden

Pages from

1

Pages to

5

Pages count

5

URL

https://www.springer.com/us/book/9789811090226

BibTex

@inproceedings{BUT147368,
  author="Andrea {Němcová} and Martin {Vítek} and Lucie {Šaclová} and Radovan {Smíšek} and Lukáš {Smital}",
  title="Assessment of ECG Signal Quality After Compression",
  booktitle="World Congress on Medical Physics and Biomedical Engineering 2018",
  year="2018",
  series="IFMBE Proceedings",
  journal="IFMBE PROCEEDINGS",
  volume="68",
  number="3",
  pages="1--5",
  publisher="Springer Singapore",
  address="Praha",
  doi="10.1007/978-981-10-9038-7\{_}31",
  isbn="978-981-10-9038-7",
  issn="1680-0737",
  url="https://www.springer.com/us/book/9789811090226"
}