Evidence map›Paper›PMID 39629055›Full record

ArticleProceedings of SPIE--the International Society for Optical Engineering2023

A deep generative prior for high-resolution isotropic MR head slices.

Samuel W Remedios, Blake E Dewey, Aaron Carass, Dzung L Pham, Jerry L Prince

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Proceedings of SPIE--the International Society for Optical Engineering, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Samuel W RemediosDepartment of Computer Science, Johns Hopkins University, Baltimore, MD 21286, USA.
Blake E DeweyDepartment of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA.
Aaron CarassDepartment of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD 21286, USA.
Dzung L PhamDepartment of Radiology and Radiological Sciences, Uniformed Services University of the Health Sciences, Bethesda, MD 20892, USA.
Jerry L PrinceDepartment of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD 21286, USA.

Funding

Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
Advanced Image Analysis Tools for Super-Resolved MRI in Small AnimalsR21OD030163 · OD · HENRY M. JACKSON FDN FOR THE ADV MIL/MED · PI PHAM, DZUNG L · 2021 to 2022
$402k
NIH HHS R21 OD030163NIMH NIH HHS U54 MH091657
6 · The paper itself

Abstract

Generative priors for magnetic resonance (MR) images have been used in a number of medical image analysis applications. Due to the plethora of deep learning methods based on 2D medical images, it would be beneficial to have a generator trained on complete, high-resolution 2D head MR slices from multiple orientations and multiple contrasts. In this work, we trained a StyleGAN3-T model for head MR slices for T

Indexed as

brainGANgenerative priorhigh-resolutionisotropicMRIStyleGAN3T1T2

Identifiers

PMID39629055
PMCPMC11613141

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.