Cross-modality 3D MRI synthesis via cycle-guided denoising diffusion probability model

The proposed CG-DDPM provides a robust and efficient solution for cross-modality MRI synthesis, offering improved accuracy, stability, and clinical applicability compared with existing methods. This approach has the potential to streamline MRI-based workflows, enhance diagnostic imaging, and support precision treatment planning in medical physics and radiation oncology.

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Publication Details

Journal
Journal of Medical Imaging
Published
2025-11-24
DOI
https://doi.org/10.1117/1.jmi.12.6.064003
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Cross-modality 3D MRI synthesis via cycle-guided denoising diffusion probability model

Richard L. J. Qiu, Tonghe Wang, Shaoyan Pan, Mingzhe Hu et al.
Journal of Medical Imaging
Functional Brain Connectivity Studies
article

Cross-modality 3D MRI synthesis via cycle-guided denoising diffusion probability model

Richard L. J. Qiu, Tonghe Wang, Shaoyan Pan, Mingzhe Hu, David S. Yu, Hui Mao, Chih‐Wei Chang, Junbo Peng, Xiaofeng Yang, Justin R. Roper
article en

Abstract

The proposed CG-DDPM provides a robust and efficient solution for cross-modality MRI synthesis, offering improved accuracy, stability, and clinical applicability compared with existing methods. This approach has the potential to streamline MRI-based workflows, enhance diagnostic imaging, and support precision treatment planning in medical physics and radiation oncology.

Journal of Medical ImagingVol. 12(06)
Memorial Sloan Kettering Cancer Center (US), Emory University (US), Piedmont Cancer Institute (US)
Openalex Percentile: Top 64%
Functional Brain Connectivity Studies
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