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Segmentation of fetal adipose tissue using efficient CNNs for portable ultrasound

Abstract:

Adipose tissue mass has been shown to have a strong correlation with fetal nourishment, which has consequences on health in infancy and later life. In rural areas of developing nations, ultrasound has the potential to be the key imaging modality due to its portability and cost. However, many ultrasound image analysis algorithms are not compatibly portable, with many taking several minutes to compute on modern CPUs. The contributions of this work are threefold. Firstly, by adapting the popula...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1007/978-3-030-00807-9_6

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
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Name:
Royal Academy of Engineering
Grant:
Engineering for Development Research Fellowship scheme
Publisher:
Springer, Cham
Host title:
PIPPI 2018, DATRA 2018: Data Driven Treatment Response Assessment and Preterm, Perinatal, and Paediatric Image Analysis
Series:
Lecture Notes in Computer Science
Journal:
PIPPI 2018, DATRA 2018: Data Driven Treatment Response Assessment and Preterm, Perinatal, and Paediatric Image Analysis More from this journal
Volume:
11076
Pages:
55-65
Publication date:
2018-09-15
Acceptance date:
2018-07-12
DOI:
ISSN:
1611-3349 and 0302-9743
ISBN:
9783030008062
Pubs id:
pubs:935145
UUID:
uuid:d2301293-f6fd-4cda-ba77-661ae732cd7e
Local pid:
pubs:935145
Source identifiers:
935145
Deposit date:
2018-11-08

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