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Potential and challenges of generative adversarial networks for super-resolution in 4D flow MRI.

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Title: Potential and challenges of generative adversarial networks for super-resolution in 4D flow MRI.
Authors: Welin Odeback O; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden. Electronic address: oliver.welin.odeback@ki.se., Balasubramanian AG; FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Osquars Backe 18, Stockholm, 100 44, Sweden., Schollenberger J; Department of Radiology and Biomedical Imaging, University of California San Francisco, 505 Parnassus Avenue, San Francisco, CA 94143, USA., Ferdian E; Faculty of Informatics, Telkom University, Jl.Telekomunikasi No. 1, Terusan Buahbatu, Bandung, 40257, West Java, Indonesia; Auckland Bioengineering Institute, University of Auckland, Bioengineering House, 70 Symonds St, Grafton, 1010, New Zealand., Young AA; Auckland Bioengineering Institute, University of Auckland, Bioengineering House, 70 Symonds St, Grafton, 1010, New Zealand; School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, South Bank, London, SE1 7EU, UK., Figueroa CA; Department of Biomedical Engineering, University of Michigan, 1107 Carl A. Gerstacker Bldg 2200 Bonisteel Blvd., Ann Arbor, MI 48109-2099, USA., Schnell S; Department of Physics, University of Greifswald, Felix-Hausdorff-Str. 6, Greifswald, 174 89, Germany., Tammisola O; FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Osquars Backe 18, Stockholm, 100 44, Sweden., Vinuesa R; Department of Aerospace Engineering, University of Michigan, 1320 Beal Avenue, Ann Arbor, MI 48109-2140, USA., Granberg T; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Department of Neuroradiology, Karolinska University Hospital, Hälsovägen 13, O42, Stockholm, 141 86, Sweden., Fyrdahl A; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Department of Clinical Physiology, Karolinska University Hospital, Eugeniavägen 3, A8:01, Solna, 171 64, Sweden., Marlevi D; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Institute for Medical Engineering and Science, Massachusetts Institute of Technology, 45 Carleton St, Cambridge, MA 02142, USA.
Source: Computers in biology and medicine [Comput Biol Med] 2026 Jul 15; Vol. 211, pp. 111745. Date of Electronic Publication: 2026 May 14.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Welin+Odeback+O%22">Welin Odeback O</searchLink>; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden. Electronic address: oliver.welin.odeback@ki.se.<br /><searchLink fieldCode="AU" term="%22Balasubramanian+AG%22">Balasubramanian AG</searchLink>; FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Osquars Backe 18, Stockholm, 100 44, Sweden.<br /><searchLink fieldCode="AU" term="%22Schollenberger+J%22">Schollenberger J</searchLink>; Department of Radiology and Biomedical Imaging, University of California San Francisco, 505 Parnassus Avenue, San Francisco, CA 94143, USA.<br /><searchLink fieldCode="AU" term="%22Ferdian+E%22">Ferdian E</searchLink>; Faculty of Informatics, Telkom University, Jl.Telekomunikasi No. 1, Terusan Buahbatu, Bandung, 40257, West Java, Indonesia; Auckland Bioengineering Institute, University of Auckland, Bioengineering House, 70 Symonds St, Grafton, 1010, New Zealand.<br /><searchLink fieldCode="AU" term="%22Young+AA%22">Young AA</searchLink>; Auckland Bioengineering Institute, University of Auckland, Bioengineering House, 70 Symonds St, Grafton, 1010, New Zealand; School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, South Bank, London, SE1 7EU, UK.<br /><searchLink fieldCode="AU" term="%22Figueroa+CA%22">Figueroa CA</searchLink>; Department of Biomedical Engineering, University of Michigan, 1107 Carl A. Gerstacker Bldg 2200 Bonisteel Blvd., Ann Arbor, MI 48109-2099, USA.<br /><searchLink fieldCode="AU" term="%22Schnell+S%22">Schnell S</searchLink>; Department of Physics, University of Greifswald, Felix-Hausdorff-Str. 6, Greifswald, 174 89, Germany.<br /><searchLink fieldCode="AU" term="%22Tammisola+O%22">Tammisola O</searchLink>; FLOW, Engineering Mechanics, KTH Royal Institute of Technology, Osquars Backe 18, Stockholm, 100 44, Sweden.<br /><searchLink fieldCode="AU" term="%22Vinuesa+R%22">Vinuesa R</searchLink>; Department of Aerospace Engineering, University of Michigan, 1320 Beal Avenue, Ann Arbor, MI 48109-2140, USA.<br /><searchLink fieldCode="AU" term="%22Granberg+T%22">Granberg T</searchLink>; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Department of Neuroradiology, Karolinska University Hospital, Hälsovägen 13, O42, Stockholm, 141 86, Sweden.<br /><searchLink fieldCode="AU" term="%22Fyrdahl+A%22">Fyrdahl A</searchLink>; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Department of Clinical Physiology, Karolinska University Hospital, Eugeniavägen 3, A8:01, Solna, 171 64, Sweden.<br /><searchLink fieldCode="AU" term="%22Marlevi+D%22">Marlevi D</searchLink>; Dept. Molecular Medicine and Surgery, Karolinska Institutet, Karolinska Universitetssjukhuset Solna (L1:00), Stockholm, 171 76, Sweden; Institute for Medical Engineering and Science, Massachusetts Institute of Technology, 45 Carleton St, Cambridge, MA 02142, USA.
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