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A deep autoencoder for fast spectral-temporal fitting of dynamic deuterium metabolic imaging data at 7T.

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Title: A deep autoencoder for fast spectral-temporal fitting of dynamic deuterium metabolic imaging data at 7T.
Authors: 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., Shamaei A; Department of Electrical and Software Engineering, University of Calgary, 622 Collegiate Place, Calgary, Alberta, Canada., Strasser B; 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., Duguid A; 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., Hingerl L; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Fischer H; High Field MR Center, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria., Clarke WT; Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Headley Way, Oxford, United Kingdom., Langs G; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Computational Imaging Research Lab, Department of Biomedical Imaging and Image-guided Therapy, 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. Electronic address: wolfgang.bogner@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.
Source: NeuroImage [Neuroimage] 2025 Dec 15; Vol. 324, pp. 121632. Date of Electronic Publication: 2025 Dec 02.
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: <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="%22Shamaei+A%22">Shamaei A</searchLink>; Department of Electrical and Software Engineering, University of Calgary, 622 Collegiate Place, Calgary, Alberta, Canada.<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="%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="%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="%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="%22Hingerl+L%22">Hingerl L</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="%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.<br /><searchLink fieldCode="AU" term="%22Clarke+WT%22">Clarke WT</searchLink>; Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Headley Way, Oxford, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Langs+G%22">Langs G</searchLink>; Comprehensive Center for AI in Medicine (CAIM), Medical University of Vienna, Lazarettgasse 14, Vienna, 1090, Austria; Computational Imaging Research Lab, Department of Biomedical Imaging and Image-guided Therapy, 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. Electronic address: wolfgang.bogner@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.
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