Leveraging Physics-Based Synthetic MR Images and Deep Transfer Learning for Artifact Reduction in Echo-Planar Imaging

Catalina Raymond; Jingwen Yao; Bryan Clifford; Thorsten Feiweier; Sonoko Oshima; Donatello Telesca; Xiaodong Zhong; Heiko Meyer; Richard G. Everson; Noriko Salamon; Timothy F. Cloughesy; Benjamin M. Ellingson

doi:10.3174/ajnr.A8566

Research ArticleArtificial Intelligence

Leveraging Physics-Based Synthetic MR Images and Deep Transfer Learning for Artifact Reduction in Echo-Planar Imaging

Catalina Raymond, Jingwen Yao, Bryan Clifford, Thorsten Feiweier, Sonoko Oshima, Donatello Telesca, Xiaodong Zhong, Heiko Meyer, Richard G. Everson, Noriko Salamon, Timothy F. Cloughesy and Benjamin M. Ellingson

American Journal of Neuroradiology April 2025, 46 (4) 733-741; DOI: https://doi.org/10.3174/ajnr.A8566

Catalina Raymond

aFrom the UCLA Brain Tumor Imaging Laboratory (C.R., J.Y., S.O., B.M.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Catalina Raymond

Jingwen Yao

aFrom the UCLA Brain Tumor Imaging Laboratory (C.R., J.Y., S.O., B.M.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Jingwen Yao

Bryan Clifford

cSiemens Medical Solutions USA, Inc. (B.C.), Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Bryan Clifford

Thorsten Feiweier

dSiemens Healthineers AG (T.F., H.M.), Erlangen, Germany

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Thorsten Feiweier

Sonoko Oshima

aFrom the UCLA Brain Tumor Imaging Laboratory (C.R., J.Y., S.O., B.M.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Donatello Telesca

iDepartment of Biostatistics (D.T.), University of California, Los Angeles, Los Angeles, CA, USA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Xiaodong Zhong

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

hDepartment of Bioengineering (X.Z., B.M.E.), Henry Samueli School of Engineering and Applied Science, University of California, Los Angeles, Los Angeles, CA, USA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Heiko Meyer

dSiemens Healthineers AG (T.F., H.M.), Erlangen, Germany

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Heiko Meyer

Richard G. Everson

eDepartment of Neurosurgery (R.G.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Noriko Salamon

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Noriko Salamon

Timothy F. Cloughesy

fDepartment of Neurology (T.F.C.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Timothy F. Cloughesy

Benjamin M. Ellingson

aFrom the UCLA Brain Tumor Imaging Laboratory (C.R., J.Y., S.O., B.M.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

bDepartment of Radiological Sciences (C.R., J.Y., S.O., X.Z., N.S., B.M.E), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

gDepartment of Psychiatry and Biobehavioral Sciences (B.M.E.), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA

hDepartment of Bioengineering (X.Z., B.M.E.), Henry Samueli School of Engineering and Applied Science, University of California, Los Angeles, Los Angeles, CA, USA

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

Article
Figures & Data
Supplemental
Info & Metrics
Responses
References
PDF

Submit a Response to This Article

Compose eLetter

Title *

Contents

More information about text formats

Plain text

No HTML tags allowed.
Web page addresses and e-mail addresses turn into links automatically.
Lines and paragraphs break automatically.

Author Information

Contributors
First Name and Middle Initial * First or given name, e.g. 'Peter'. Last Name * Your last, or family, name, e.g. 'MacMoody'. Email Address * Your email address, e.g. higgs-boson@gmail.com Occupation * Your role and/or occupation, e.g. 'Orthopedic Surgeon'. Affiliation * Your organization or institution (if applicable), e.g. 'Royal Free Hospital'.

Statement of Competing Interests

Competing interests? *

Yes

Please describe the competing interests

Vertical Tabs

Jump to comment:

No eLetters have been published for this article.

PreviousNext

In this issue

American Journal of Neuroradiology

Vol. 46, Issue 4

1 Apr 2025

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 Leveraging Physics-Based Synthetic MR Images and Deep Transfer Learning for Artifact Reduction in Echo-Planar Imaging

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.

Cite this article

Leveraging Physics-Based Synthetic MR Images and Deep Transfer Learning for Artifact Reduction in Echo-Planar Imaging

American Journal of Neuroradiology Apr 2025, 46 (4) 733-741; DOI: 10.3174/ajnr.A8566

Citation Manager Formats

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

0 Responses

Respond to this article

Bookmark this article

User Name *

Password *

Remember my user name & password.

Deep Learning for Artifact Reduction in EPI

American Journal of Neuroradiology Apr 2025, 46 (4) 733-741; DOI: 10.3174/ajnr.A8566

Share This Article:

Tweet Widget
Facebook Like
Google Plus One

Purchase

Jump to section

Article
Figures & Data
Supplemental
Info & Metrics
Responses
References
PDF

PubMed
Google Scholar

Cited By...

No citing articles found.

Crossref
Google Scholar

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

Main menu

User menu

Search

American Journal of Neuroradiology

Leveraging Physics-Based Synthetic MR Images and Deep Transfer Learning for Artifact Reduction in Echo-Planar Imaging

Plain text

Vertical Tabs

Jump to comment:

In this issue

Citation Manager Formats

Related Articles

Cited By...

More in this TOC Section

Similar Articles

Indexed Content

Cases

Special Collections

More from AJNR

Multimedia

Resources

About Us

American Society of Neuroradiology