Generative artificial intelligence enables the generation of bone scintigraphy images and improves generalization of deep learning models in data-constrained environments.
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| Title: | Generative artificial intelligence enables the generation of bone scintigraphy images and improves generalization of deep learning models in data-constrained environments. |
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| Authors: | Haberl D; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria., Ning J; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria., Kluge K; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria., Kumpf K; IT4Science, IT Services & Strategic Information Management, Medical University of Vienna, Vienna, Austria., Yu J; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria., Jiang Z; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria., Constantino C; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal., Monaci A; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy., Starace M; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy., Haug AR; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria., Calabretta R; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria., Camoni L; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy., Bertagna F; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy., Mascherbauer K; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria., Hofer F; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria., Albano D; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy., Sciagra R; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy., Oliveira F; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal., Costa D; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal., Nitsche C; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria., Hacker M; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria., Spielvogel CP; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria. clemens.spielvogel@meduniwien.ac.at. |
| Source: | European journal of nuclear medicine and molecular imaging [Eur J Nucl Med Mol Imaging] 2025 Jun; Vol. 52 (7), pp. 2355-2368. Date of Electronic Publication: 2025 Jan 29. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer-Verlag Berlin Country of Publication: Germany NLM ID: 101140988 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1619-7089 (Electronic) Linking ISSN: 16197070 NLM ISO Abbreviation: Eur J Nucl Med Mol Imaging Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 39878897 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Generative artificial intelligence enables the generation of bone scintigraphy images and improves generalization of deep learning models in data-constrained environments. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Haberl+D%22">Haberl D</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Ning+J%22">Ning J</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Kluge+K%22">Kluge K</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Kumpf+K%22">Kumpf K</searchLink>; IT4Science, IT Services & Strategic Information Management, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Yu+J%22">Yu J</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Jiang+Z%22">Jiang Z</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Constantino+C%22">Constantino C</searchLink>; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Monaci+A%22">Monaci A</searchLink>; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Starace+M%22">Starace M</searchLink>; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Haug+AR%22">Haug AR</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.; Christian Doppler Laboratory for Applied Metabolomics, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Calabretta+R%22">Calabretta R</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Camoni+L%22">Camoni L</searchLink>; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Bertagna+F%22">Bertagna F</searchLink>; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Mascherbauer+K%22">Mascherbauer K</searchLink>; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Hofer+F%22">Hofer F</searchLink>; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Albano+D%22">Albano D</searchLink>; ASST Spedali Civili of Brescia, Università degli Studi di Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Sciagra+R%22">Sciagra R</searchLink>; Department of Experimental and Clinical Biomedical Sciences, Nuclear Medicine Unit, University of Florence, Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Oliveira+F%22">Oliveira F</searchLink>; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Costa+D%22">Costa D</searchLink>; Nuclear Medicine-Radiopharmacology, Champalimaud Clinical Centre, Champalimaud Foundation, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Nitsche+C%22">Nitsche C</searchLink>; Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria.<br /><searchLink fieldCode="AU" term="%22Hacker+M%22">Hacker M</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria.<br /><searchLink fieldCode="AU" term="%22Spielvogel+CP%22">Spielvogel CP</searchLink>; Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Spitalgasse 23, Vienna, 1090, Austria. clemens.spielvogel@meduniwien.ac.at. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101140988%22">European journal of nuclear medicine and molecular imaging</searchLink> [Eur J Nucl Med Mol Imaging] 2025 Jun; Vol. 52 (7), pp. 2355-2368. <i>Date of Electronic Publication: </i>2025 Jan 29. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer-Verlag+Berlin%22">Springer-Verlag Berlin </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>101140988 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1619-7089 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216197070%22">16197070 </searchLink><i>NLM ISO Abbreviation: </i>Eur J Nucl Med Mol Imaging <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=39878897 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s00259-025-07091-8 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 2355 Titles: – TitleFull: Generative artificial intelligence enables the generation of bone scintigraphy images and improves generalization of deep learning models in data-constrained environments. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Haberl D – PersonEntity: Name: NameFull: Ning J – PersonEntity: Name: NameFull: Kluge K – PersonEntity: Name: NameFull: Kumpf K – PersonEntity: Name: NameFull: Yu J – PersonEntity: Name: NameFull: Jiang Z – PersonEntity: Name: NameFull: Constantino C – PersonEntity: Name: NameFull: Monaci A – PersonEntity: Name: NameFull: Starace M – PersonEntity: Name: NameFull: Haug AR – PersonEntity: Name: NameFull: Calabretta R – PersonEntity: Name: NameFull: Camoni L – PersonEntity: Name: NameFull: Bertagna F – PersonEntity: Name: NameFull: Mascherbauer K – PersonEntity: Name: NameFull: Hofer F – PersonEntity: Name: NameFull: Albano D – PersonEntity: Name: NameFull: Sciagra R – PersonEntity: Name: NameFull: Oliveira F – PersonEntity: Name: NameFull: Costa D – PersonEntity: Name: NameFull: Nitsche C – PersonEntity: Name: NameFull: Hacker M – PersonEntity: Name: NameFull: Spielvogel CP IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2025 Jun Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1619-7089 Numbering: – Type: volume Value: 52 – Type: issue Value: 7 Titles: – TitleFull: European journal of nuclear medicine and molecular imaging Type: main |
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