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Simulating realistic fetal neurosonography images with appearance and growth change using cycle-consistent adversarial networks and an evaluation

Abstract:

Purpose: We present an original method for simulating realistic fetal neurosonography images specifically generating third-trimester pregnancy ultrasound images from second-trimester images. Our method was developed using unpaired data, as pairwise data were not available. We also report original insights on the general appearance differences between second- and third-trimester fetal head transventricular (TV) plane images.

Approach: We design a cy...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1117/1.jmi.7.5.057001

Authors


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Role:
Author
ORCID:
0000-0003-0495-3581
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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
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Institution:
University of Oxford
Division:
MSD
Department:
Women's & Reproductive Health
Role:
Author
ORCID:
0000-0002-5588-1410
More by this author
Role:
Author
ORCID:
0000-0001-6896-1105
More by this author
Institution:
University of Oxford
Division:
MSD
Department:
Women's & Reproductive Health
Role:
Author
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Publisher:
Society of Photo-optical Instrumentation Engineers Publisher's website
Journal:
Journal of Medical Imaging Journal website
Volume:
7
Issue:
5
Article number:
057001
Publication date:
2020-09-16
Acceptance date:
2020-09-02
DOI:
EISSN:
2329-4310
ISSN:
2329-4302
Pmid:
32968691
Pubs id:
1134732
Local pid:
pubs:1134732

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