Evidence map›Paper›PMID 38484401›Full record

ArticlePhysics in medicine and biology2024

Cross noise level PET denoising with continuous adversarial domain generalization.

Xiaofeng Liu, Samira Vafay Eslahi, Thibault Marin, Amal Tiss, Yanis Chemli, Yongsong Huang, Keith A Johnson, Georges El Fakhri, Jinsong Ouyang

Abstract read
In one paragraph

Article in Physics in medicine and biology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed, 1 pooled it
–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

8 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. On Hallucinations in Artificial Intelligence-Generated Content for Nuclear Medicine Imaging (the DREAM Report).Journal of nuclear medicine : official publication, Society of Nuclear Medicine · 2026
    Review
  5. Article
  6. DUAL PROMPTING FOR DIVERSE COUNT-LEVEL PET DENOISING.Proceedings. IEEE International Symposium on Biomedical Imaging · 2025
    Article
  7. Ablation Study of Diffusion Model with Transformer Backbone for Low-count PET Denoising.IEEE Nuclear Science Symposium conference record. Nuclear Science Symposium
    Article
  8. Subject-aware PET Denoising with Contrastive Adversarial Domain Generalization.IEEE Nuclear Science Symposium conference record. Nuclear Science Symposium
    Article
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

9 authors.

Xiaofeng LiuGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.ORCID 0000-0002-4514-2016
Samira Vafay EslahiGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Thibault MarinGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Amal TissGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.ORCID 0000-0002-4825-5569
Yanis ChemliGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Yongsong HuangGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Keith A JohnsonGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Georges El FakhriGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.
Jinsong OuyangGordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA 02114, United States of America.ORCID 0000-0003-4245-170X

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Vascular factors, physical activity, and inflammation as modulators of neurodegenerative and cognitive trajectories (Project 2)P01AG036694 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI REISA A. SPERLING · 2010 to 2026
$50.2M
Unified Joint Statistical Reconstruction of PET & MRP41EB022544 · NIBIB · YALE UNIVERSITY · PI Georges El Fakhri · 2017 to 2026
$14.8M
Postgraduate Training Program in Medical Imaging (PTPMI)T32EB013180 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI Ciprian Catana, Pedram Heidari · 2011 to 2026
$3.7M
Methods for Quantitative Neuroimaging of Tau Burden inPre-symptomatic ADR01AG076153 · NIA · YALE UNIVERSITY · PI Georges El Fakhri, Marc David Normandin · 2022 to 2026
$3.0M
Multi-Center Academic-Industrial Partnership for Personalized Al-Enabled High Count PETR01CA275188 · NCI · YALE UNIVERSITY · PI RAMSEY D. BADAWI, Georges El Fakhri · 2023 to 2026
$2.5M
NCATS NIH HHS UL1 TR001863NCI NIH HHS R01 CA275188NIA NIH HHS P01 AG036694NIA NIH HHS R01 AG076153NIBIB NIH HHS P41 EB022544NIBIB NIH HHS T32 EB013180
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Imaging, Three-DimensionalPositron-Emission TomographyAlgorithmsBrainHumansImage Processing, Computer-AssistedSignal-To-Noise Ratiocontinious discriminatordomain generalizationnoise levelPET denoising

Identifiers

PMID38484401
PMCPMC11195012

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

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.