DocumentCode
1558111
Title
Toward Morphological Thoracic EIT: Major Signal Sources Correspond to Respective Organ Locations in CT
Author
Ferrario, D. ; Grychtol, B. ; Adler, A. ; Sola, J. ; Bohm, S.H. ; Bodenstein, M.
Author_Institution
Centre Suisse d´Electron. et de Microtech., Neuchatel, Switzerland
Volume
59
Issue
11
fYear
2012
Firstpage
3000
Lastpage
3008
Abstract
Lung and cardiovascular monitoring applications of electrical impedance tomography (EIT) require localization of relevant functional structures or organs of interest within the reconstructed images. We describe an algorithm for automatic detection of heart and lung regions in a time series of EIT images. Using EIT reconstruction based on anatomical models, candidate regions are identified in the frequency domain and image-based classification techniques applied. The algorithm was validated on a set of simultaneously recorded EIT and CT data in pigs. In all cases, identified regions in EIT images corresponded to those manually segmented in the matched CT image. Results demonstrate the ability of EIT technology to reconstruct relevant impedance changes at their anatomical locations, provided that information about the thoracic boundary shape (and electrode positions) are used for reconstruction.
Keywords
biomedical electrodes; cardiovascular system; computerised tomography; electric impedance imaging; frequency-domain analysis; image classification; image matching; image reconstruction; image segmentation; lung; medical image processing; signal sources; time series; CT data; EIT data; EIT image reconstruction; EIT technology; anatomical locations; anatomical model; automatic detection; cardiovascular monitoring applications; computed tomography; electrical impedance tomography; electrode position; frequency domain technique; functional structure; heart regions; image-based classification technique; lung monitoring applications; lung regions; matched CT image; morphological thoracic EIT; organ locations; signal source; thoracic boundary shape; time series; Computed tomography; Electrodes; Heart; Image reconstruction; Image segmentation; Lungs; Computed tomography (CT); electrical impe-dance tomography (EIT); localization; shape; validation; Algorithms; Animals; Electric Impedance; Heart; Image Processing, Computer-Assisted; Lung; Radiography, Thoracic; Reproducibility of Results; Signal Processing, Computer-Assisted; Swine; Tomography; Tomography, X-Ray Computed;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2012.2209116
Filename
6242389
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