Conditional Generative Adversarial Networks Aided Motion Correction of Dynamic 18F-FDG PET Brain Studies

Lalith Kumar Shiyam Sundar; David Iommi; Otto Muzik; Zacharias Chalampalakis; Eva-Maria Klebermass; Marius Hienert; Lucas Rischka; Rupert Lanzenberger; Andreas Hahn; Ekaterina Pataraia; Tatjana Traub-Weidinger; Johann Hummel; Thomas Beyer

doi:10.2967/jnumed.120.248856

Research ArticleBasic Science Investigation

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Conditional Generative Adversarial Networks Aided Motion Correction of Dynamic ¹⁸F-FDG PET Brain Studies

Lalith Kumar Shiyam Sundar, David Iommi, Otto Muzik, Zacharias Chalampalakis, Eva-Maria Klebermass, Marius Hienert, Lucas Rischka, Rupert Lanzenberger, Andreas Hahn, Ekaterina Pataraia, Tatjana Traub-Weidinger, Johann Hummel and Thomas Beyer

Journal of Nuclear Medicine June 2021, 62 (6) 871-879; DOI: https://doi.org/10.2967/jnumed.120.248856

Lalith Kumar Shiyam Sundar

1QIMP Team, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria

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David Iommi

1QIMP Team, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria

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Otto Muzik

2Department of Pediatrics, Children’s Hospital of Michigan, The Detroit Medical Center, Wayne State University School of Medicine, Detroit, Michigan

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Zacharias Chalampalakis

3Service Hospitalier Frédéric Joliot, CEA, Inserm, CNRS, Univ. Paris Sud, Université Paris Saclay, Orsay, France

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Eva-Maria Klebermass

4Division of Nuclear Medicine, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Vienna, Austria

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Marius Hienert

5Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria; and

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Lucas Rischka

5Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria; and

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Rupert Lanzenberger

5Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria; and

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Andreas Hahn

5Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria; and

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Ekaterina Pataraia

6Department of Neurology, Medical University of Vienna, Austria

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Tatjana Traub-Weidinger

4Division of Nuclear Medicine, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna, Vienna, Austria

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Johann Hummel

1QIMP Team, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria

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Thomas Beyer

1QIMP Team, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria

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Conditional Generative Adversarial Networks Aided Motion Correction of Dynamic ¹⁸F-FDG PET Brain Studies

Journal of Nuclear Medicine Jun 2021, 62 (6) 871-879; DOI: 10.2967/jnumed.120.248856

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Conditional Generative Adversarial Networks Aided Motion Correction of Dynamic ¹⁸F-FDG PET Brain Studies

Journal of Nuclear Medicine Jun 2021, 62 (6) 871-879; DOI: 10.2967/jnumed.120.248856

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Keywords

18F-FDG brain
deep learning
head-motion correction
absolute quantification
Patlak analysis

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