Computer processing of CW Doppler trans-valvular spectrograms

Jie Gong, R. Kirsner, A. MacIsaac, C. Drossos, J. Cameron

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2 Citations (Scopus)

Abstract

The work presented in this paper is directed toward the automated processing of CW Doppler trams-mitral inflow and trams-aortic outflow spectrograms. The multi-stage system consists of four main procedures: data acquisition, pre-processing, pattern recognition and pattern interpretation. The two most important features of the system are included in the stage of pattern recognition: an adaptive algorithm,For eliminating spectrogram background noise and identifying velocity profiles and a hierarchical fuzzy model for estimating the start and end of MDI and ASO waveforms. Comparison of the adaptive algorithm, Otsu's (1979), and Deravi and Pal's (1983) thresholding methods with the results of visual inspection, on a series of 180 in vivo CW Doppler echocardiographic images, shows that the adaptive schema consistently outperforms both other methods. The results of the fuzzy system correlated well with expert manual analysis (r>0.90 with at least 81% match rate). Overall the system is effective, computationally efficient, and overcomes the problems of initialization and velocity profile modeling that were encountered in the literature.

Original languageEnglish
Title of host publicationANZIIS 2001 - Proceedings of the 7th Australian and New Zealand Intelligent Information Systems Conference
PublisherIEEE, Institute of Electrical and Electronics Engineers
Pages335-340
Number of pages6
ISBN (Electronic)1740520610, 9781740520614
DOIs
Publication statusPublished - 2001
Externally publishedYes
EventAustralian and New Zealand Intelligent Information Systems Conference 2001 - Perth, Australia
Duration: 18 Nov 200121 Nov 2001
Conference number: 7th

Conference

ConferenceAustralian and New Zealand Intelligent Information Systems Conference 2001
Abbreviated titleANZIIS 2001
CountryAustralia
CityPerth
Period18/11/0121/11/01

Cite this

Gong, J., Kirsner, R., MacIsaac, A., Drossos, C., & Cameron, J. (2001). Computer processing of CW Doppler trans-valvular spectrograms. In ANZIIS 2001 - Proceedings of the 7th Australian and New Zealand Intelligent Information Systems Conference (pp. 335-340). [974100] IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ANZIIS.2001.974100