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Self-supervised spectral-temporal denoising for dynamic deuterium metabolic imaging.

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Title: Self-supervised spectral-temporal denoising for dynamic deuterium metabolic imaging.
Authors: Fischer H; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria. Electronic address: hauke.fischer@meduniwien.ac.at., Motyka S; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Christian Doppler Laboratory for MR Imaging Biomarkers (BIOMAK), Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Duguid A; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Niess F; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Strasser B; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Bader V; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Frese S; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Huskic S; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Department of Neurosurgery, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Widhalm G; Department of Neurosurgery, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Kaushik S; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Department of Radiology and Nuclear Medicine, St. Olav's University Hospital, Trondheim, Norway; Department of Cybernetics and Biomedical Engineering, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic., Osburg AP; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Bogner W; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Christian Doppler Laboratory for MR Imaging Biomarkers (BIOMAK), Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.
Source: NeuroImage [Neuroimage] 2026 Jul 21; Vol. 338, pp. 122137. Date of Electronic Publication: 2026 Jul 21.
Publication Type: Journal Article
Journal Info: Publisher: Academic Press Country of Publication: United States NLM ID: 9215515 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1095-9572 (Electronic) Linking ISSN: 10538119 NLM ISO Abbreviation: Neuroimage Subsets: MEDLINE
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  Data: Self-supervised spectral-temporal denoising for dynamic deuterium metabolic imaging.
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  Data: <searchLink fieldCode="AU" term="%22Fischer+H%22">Fischer H</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria. Electronic address: hauke.fischer@meduniwien.ac.at.<br /><searchLink fieldCode="AU" term="%22Motyka+S%22">Motyka S</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Christian Doppler Laboratory for MR Imaging Biomarkers (BIOMAK), Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Duguid+A%22">Duguid A</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Niess+F%22">Niess F</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Strasser+B%22">Strasser B</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Bader+V%22">Bader V</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Frese+S%22">Frese S</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Huskic+S%22">Huskic S</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Department of Neurosurgery, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Widhalm+G%22">Widhalm G</searchLink>; Department of Neurosurgery, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Kaushik+S%22">Kaushik S</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Department of Radiology and Nuclear Medicine, St. Olav's University Hospital, Trondheim, Norway; Department of Cybernetics and Biomedical Engineering, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic.<br /><searchLink fieldCode="AU" term="%22Osburg+AP%22">Osburg AP</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Bogner+W%22">Bogner W</searchLink>; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Christian Doppler Laboratory for MR Imaging Biomarkers (BIOMAK), Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria.
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