Automatic Estimation of Gestational Age in Ultrasound Images Based on Direct Least-Squares Fitting of Ellipse

Measurement of the fetal head biparietal diameter (BPD) and head circumference (HC) is crucial for estimation of fetal age. Due to the noisy nature of ultrasound images and variation in image acquisition and measurement techniques, manual measurements of these parameters are subject to inter‐ and in...

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Bibliographic Details
Published in:IEEJ transactions on electrical and electronic engineering 2010-09, Vol.5 (5), p.569-573
Main Authors: Marhaban, M. H., Kaid, Rakeeb S., Mohd Noor, Samsul B.
Format: Article
Language:English
Subjects:
Applied sciences
estimation
Exact sciences and technology
gestational age
Information theory
Information, signal and communications theory
least squares fitting
Miscellaneous
Signal processing
Telecommunications and information theory
ultrasound images
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Summary:Measurement of the fetal head biparietal diameter (BPD) and head circumference (HC) is crucial for estimation of fetal age. Due to the noisy nature of ultrasound images and variation in image acquisition and measurement techniques, manual measurements of these parameters are subject to inter‐ and intraobserver variability. In this study, we present an approach for estimation of gestational age in ultrasound images, based on direct least‐squares fitting of an ellipse. The process goes through three steps: image preprocessing, object extraction, and fitting an ellipse to the resultant shape and measuring its parameters. The proposed technique was tested and evaluated on 20 ultrasound images of fetal head. The images had a combination of noise and low contrast. Excellent linear correlation between manual and automatic measurement was obtained, which verifies the reliability of the proposed automatic approach. © 2010 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.
ISSN:1931-4973
1931-4981
DOI:10.1002/tee.20574