TiDE-Net: A time-guided dual-encoder ResUNet for Positron Emission Tomography (PET) image denoising

Our experiments demonstrate that conditioning on a timestep enables TiDE-Net to generalize across unseen noise levels, achieving consistent denoising performance across different noise conditions.

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Publication Details

Journal
Computer Methods and Programs in Biomedicine
Published
2025-12-03
DOI
https://doi.org/10.1016/j.cmpb.2025.109200
Primary Topic
Medical Imaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

TiDE-Net: A time-guided dual-encoder ResUNet for Positron Emission Tomography (PET) image denoising

Lei Bi, Yuxin Xue, Michael Fulham, Jinman Kim et al.
Computer Methods and Programs in Biomedicine
Medical Imaging Techniques and Applications
article

TiDE-Net: A time-guided dual-encoder ResUNet for Positron Emission Tomography (PET) image denoising

Lei Bi, Yuxin Xue, Michael Fulham, Jinman Kim, Bo Tan
article en

Abstract

Our experiments demonstrate that conditioning on a timestep enables TiDE-Net to generalize across unseen noise levels, achieving consistent denoising performance across different noise conditions.

Computer Methods and Programs in BiomedicineVol. 275
The University of Sydney (AU), Royal Prince Alfred Hospital (AU)
Openalex Percentile: Top 47%
Medical Imaging Techniques and Applications
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TiDE-Net: A time-guided dual-encoder ResUNet for Positron Emission Tomography (PET) image denoising — Lei Bi, Yuxin Xue, et al. · Computer Methods and Programs in Biomedicine (2025) | TGRS Research Map | TGRS