Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
351-03-008 / 351-03-008 ISMRM Abstract

Hybrid Deep Denoising for In Vivo Dynamic DMI

Primary: Contrast Mechanisms - Deuterium
Secondary: Acquisition & Reconstruction - AI methods
351-03-008 · AI Methods · Monday, 11 May, 4:10 PM–5:46 PM · Power Pitch Theatre 1
351-03-008 · AI Methods · Monday, 11 May, 4:10 PM–5:46 PM · Power Pitch Theatre 1
Keywords: Deuterium Metabolic Imaging Self-supervised learning Magnetic resonance spectroscopic imaging Low rank Denoising deep learning reconstruction
Accepted
Hauke Fischer 1,2, Fabian Niess1, Anna Duguid1, Stanislav Motyka1,2,3, Bernhard Strasser1, Aaron P Osburg1,2, Viola Bader1, Lukas Hingerl1, Sabina Frese1, Wolfgang Bogner1,2,3
1High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Vienna, Austria
2Medical University of Vienna, Vienna, Austria
3Christian Doppler Laboratory for MR Imaging Biomarkers (BIOMAK), Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Vienna, Austria
Presenting Author: Hauke Fischer

Synopsis

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References

1. H. M. De Feyter and R. A. de Graaf. Journal of Magnetic Resonance 326, 106932 (2021). https://doi.org/10.1016/j.jmr.2021.106932 [doi]
2. A. Duguid et al. NMR in Biomedicine 38(10), e70125 (2025). https://doi.org/10.1002/nbm.70125 [doi]
3. R. Zhao et al. IEEE transactions on medical imaging (2025). https://doi.org/10.1109/TMI.2025.3555928 [doi]
4. F. Niess et al. Human Brain Mapping 45(6), e26686 (2024). https://doi.org/10.1002/hbm.26686 [doi]
5. J. L. Olesen et al. Magnetic resonance in medicine 89(3), 1160 (2023). https://doi.org/10.1002/mrm.29478 [doi]
6. O. Ronneberger, P. Fischer and T. Brox. In International Conference on Medical image computing and computer-assisted intervention, 234–241. Springer (2015). https://doi.org/10.1007/978-3-319-24574-4_28 [doi]
7. J. Batson and L. Royer. In International conference on machine learning, 524–533. PMLR (2019). available at https://proceedings.mlr.press/v97/batson19a.html

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/351-03-008