Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation

A. Hagiwara; Y. Otsuka; M. Hori; Y. Tachibana; K. Yokoyama; S. Fujita; C. Andica; K. Kamagata; R. Irie; S. Koshino; T. Maekawa; L. Chougar; A. Wada; M.Y. Takemura; N. Hattori; S. Aoki

doi:10.3174/ajnr.A5927

Research ArticleAdult Brain

Open Access

Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation

A. Hagiwara, Y. Otsuka, M. Hori, Y. Tachibana, K. Yokoyama, S. Fujita, C. Andica, K. Kamagata, R. Irie, S. Koshino, T. Maekawa, L. Chougar, A. Wada, M.Y. Takemura, N. Hattori and S. Aoki

American Journal of Neuroradiology February 2019, 40 (2) 224-230; DOI: https://doi.org/10.3174/ajnr.A5927

A. Hagiwara

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

cDepartment of Radiology (A.H., R.I., S.K., T.M.), Graduate School of Medicine, University of Tokyo, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for A. Hagiwara

Y. Otsuka

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

dMilliman Inc (Y.O.). Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Y. Otsuka

M. Hori

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for M. Hori

Y. Tachibana

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

eApplied MRI Research (Y.T.), Department of Molecular Imaging and Theranostics, National Institute of Radiological Sciences, Chiba, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Y. Tachibana

K. Yokoyama

bNeurology (K.Y., N.H.), Juntendo University School of Medicine, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for K. Yokoyama

S. Fujita

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for S. Fujita

C. Andica

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for C. Andica

K. Kamagata

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for K. Kamagata

R. Irie

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

cDepartment of Radiology (A.H., R.I., S.K., T.M.), Graduate School of Medicine, University of Tokyo, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for R. Irie

S. Koshino

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

cDepartment of Radiology (A.H., R.I., S.K., T.M.), Graduate School of Medicine, University of Tokyo, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for S. Koshino

T. Maekawa

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

cDepartment of Radiology (A.H., R.I., S.K., T.M.), Graduate School of Medicine, University of Tokyo, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for T. Maekawa

L. Chougar

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

fDepartment of Radiology (L.C.), Hopital Saint-Joseph, Paris, France; and Department of Radiological Sciences.

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for L. Chougar

A. Wada

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for A. Wada

M.Y. Takemura

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for M.Y. Takemura

N. Hattori

bNeurology (K.Y., N.H.), Juntendo University School of Medicine, Tokyo, Japan

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for N. Hattori

S. Aoki

aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for S. Aoki

Article
Figures & Data
Info & Metrics
References
PDF

Article Information

vol. 40 no. 2 224-230

DOI

https://doi.org/10.3174/ajnr.A5927

PubMed

30630834

Published By

American Journal of Neuroradiology

Print ISSN

0195-6108

Online ISSN

1936-959X

History

Received September 6, 2018
Accepted after revision November 15, 2018
Published online February 13, 2019.

Article Versions

Latest version (January 10, 2019 - 07:12).
You are viewing the most recent version of this article.

Author Information

A. Hagiwaraa,c,
Y. Otsukaa,d,
M. Horia,
Y. Tachibanaa,e,
K. Yokoyamab,
S. Fujitaa,
C. Andicaa,
K. Kamagataa,
R. Iriea,c,
S. Koshinoa,c,
T. Maekawaa,c,
L. Chougara,f,
A. Wadaa,
M.Y. Takemuraa,
N. Hattorib and
S. Aokia

^aFrom the Departments of Radiology (A.H., Y.O., M.H., Y.T., S.F., C.A., K.K., R.I., S.K., T.M., L.C., A.W., M.Y.T., S.A.)
^bNeurology (K.Y., N.H.), Juntendo University School of Medicine, Tokyo, Japan
^cDepartment of Radiology (A.H., R.I., S.K., T.M.), Graduate School of Medicine, University of Tokyo, Tokyo, Japan
^dMilliman Inc (Y.O.). Tokyo, Japan
^eApplied MRI Research (Y.T.), Department of Molecular Imaging and Theranostics, National Institute of Radiological Sciences, Chiba, Japan
^fDepartment of Radiology (L.C.), Hopital Saint-Joseph, Paris, France; and Department of Radiological Sciences.

Please address correspondence to Akifumi Hagiwara, MD, Department of Radiology, Juntendo University School of Medicine, 1-2-1, Hongo, Bunkyo-ku, Tokyo, Japan, 113-8421; e-mail: a-hagiwara{at}juntendo.ac.jp

View Full Text

Altmetrics

Cited By...

12 Citations
Citations
Google Scholar

This article has not yet been cited by articles in journals that are participating in Crossref Cited-by Linking.

PreviousNext

In this issue

American Journal of Neuroradiology

Vol. 40, Issue 2

1 Feb 2019

Table of Contents
Index by author
Complete Issue (PDF)

Download PDF

Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Your Email *

Your Name *

Send To *

Enter multiple addresses on separate lines or separate them with commas.

You are going to email the following Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation

Message Subject (Your Name) has sent you a message from American Journal of Neuroradiology

Message Body (Your Name) thought you would like to see the American Journal of Neuroradiology web site.

Your Personal Message

CAPTCHA

This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.

Citation Tools

Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation

A. Hagiwara, Y. Otsuka, M. Hori, Y. Tachibana, K. Yokoyama, S. Fujita, C. Andica, K. Kamagata, R. Irie, S. Koshino, T. Maekawa, L. Chougar, A. Wada, M.Y. Takemura, N. Hattori, S. Aoki

American Journal of Neuroradiology Feb 2019, 40 (2) 224-230; DOI: 10.3174/ajnr.A5927

Citation Manager Formats

BibTeX
Bookends
EasyBib
EndNote (tagged)
EndNote 8 (xml)
Medlars
Mendeley
Papers
RefWorks Tagged
Ref Manager
RIS
Zotero

Improving the Quality of Synthetic FLAIR Images with Deep Learning Using a Conditional Generative Adversarial Network for Pixel-by-Pixel Image Translation

A. Hagiwara, Y. Otsuka, M. Hori, Y. Tachibana, K. Yokoyama, S. Fujita, C. Andica, K. Kamagata, R. Irie, S. Koshino, T. Maekawa, L. Chougar, A. Wada, M.Y. Takemura, N. Hattori, S. Aoki

American Journal of Neuroradiology Feb 2019, 40 (2) 224-230; DOI: 10.3174/ajnr.A5927

Share This Article: