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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Main Authors: Marhaban, Mohammad Hamiruce, Kaid, Rakeeb Saeed, Mohd Noor, Samsul Bahari
Format: Article
Language:English
Published: Institute of Electrical Engineers of Japan 2010
Online Access:http://psasir.upm.edu.my/id/eprint/13339/1/Automatic%20estimation%20of%20gestational%20age%20in%20ultrasound%20images%20based%20on%20direct%20least.pdf
http://psasir.upm.edu.my/id/eprint/13339/
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.133392015-10-20T07:57:33Z http://psasir.upm.edu.my/id/eprint/13339/ Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse Marhaban, Mohammad Hamiruce Kaid, Rakeeb Saeed Mohd Noor, Samsul Bahari 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. Institute of Electrical Engineers of Japan 2010-09 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/13339/1/Automatic%20estimation%20of%20gestational%20age%20in%20ultrasound%20images%20based%20on%20direct%20least.pdf Marhaban, Mohammad Hamiruce and Kaid, Rakeeb Saeed and Mohd Noor, Samsul Bahari (2010) Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse. IEEJ Transactions on Electrical and Electronic Engineering, 5 (5). pp. 569-573. ISSN 1931-4973; ESSN: 1931-4981 10.1002/tee.20574
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description 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.
format Article
author Marhaban, Mohammad Hamiruce
Kaid, Rakeeb Saeed
Mohd Noor, Samsul Bahari
spellingShingle Marhaban, Mohammad Hamiruce
Kaid, Rakeeb Saeed
Mohd Noor, Samsul Bahari
Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
author_facet Marhaban, Mohammad Hamiruce
Kaid, Rakeeb Saeed
Mohd Noor, Samsul Bahari
author_sort Marhaban, Mohammad Hamiruce
title Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
title_short Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
title_full Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
title_fullStr Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
title_full_unstemmed Automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
title_sort automatic estimation of gestational age in ultrasound images based on direct least-squares fitting of ellipse
publisher Institute of Electrical Engineers of Japan
publishDate 2010
url http://psasir.upm.edu.my/id/eprint/13339/1/Automatic%20estimation%20of%20gestational%20age%20in%20ultrasound%20images%20based%20on%20direct%20least.pdf
http://psasir.upm.edu.my/id/eprint/13339/
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