deep learning

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Deep Learning Coronary Artery Calcium Scores from SPECT/CT Attenuation Maps Improve Prediction of Major Adverse Cardiac Events
Robert J.H. Miller, Konrad Pieszko, Aakash Shanbhag, Attila Feher, Mark Lemley, Aditya Killekar, Paul B. Kavanagh, Serge D. Van Kriekinge, Joanna X. Liang, Cathleen Huang, Edward J. Miller, Timothy Bateman, Daniel S. Berman, Damini Dey and Piotr J. Slomka

Journal of Nuclear Medicine April 1, 2023, 64 (4) 652-658; DOI: https://doi.org/10.2967/jnumed.122.264423
Open Access
Fast and Accurate Amyloid Brain PET Quantification Without MRI Using Deep Neural Networks
Seung Kwan Kang, Daewoon Kim, Seong A Shin, Yu Kyeong Kim, Hongyoon Choi and Jae Sung Lee

Journal of Nuclear Medicine April 1, 2023, 64 (4) 659-666; DOI: https://doi.org/10.2967/jnumed.122.264414
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Deep Learning–Based Attenuation Correction Improves Diagnostic Accuracy of Cardiac SPECT
Aakash D. Shanbhag, Robert J.H. Miller, Konrad Pieszko, Mark Lemley, Paul Kavanagh, Attila Feher, Edward J. Miller, Albert J. Sinusas, Philipp A. Kaufmann, Donghee Han, Cathleen Huang, Joanna X. Liang, Daniel S. Berman, Damini Dey and Piotr J. Slomka

Journal of Nuclear Medicine March 1, 2023, 64 (3) 472-478; DOI: https://doi.org/10.2967/jnumed.122.264429
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Differential Diagnosis of Parkinsonism Based on Deep Metabolic Imaging Indices
Ping Wu, Yu Zhao, Jianjun Wu, Matthias Brendel, Jiaying Lu, Jingjie Ge, Alexander Bernhardt, Ling Li, Ian Alberts, Sabrina Katzdobler, Igor Yakushev, Jimin Hong, Qian Xu, Yimin Sun, Fengtao Liu, Johannes Levin, Günter U. Höglinger, Claudio Bassetti, Yihui Guan, Wolfgang H. Oertel, Wolfgang Weber, Axel Rominger, Jian Wang, Chuantao Zuo and Kuangyu Shi

Journal of Nuclear Medicine November 1, 2022, 63 (11) 1741-1747; DOI: https://doi.org/10.2967/jnumed.121.263029
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Explainable Deep Learning Improves Physician Interpretation of Myocardial Perfusion Imaging
Robert J.H. Miller, Keiichiro Kuronuma, Ananya Singh, Yuka Otaki, Sean Hayes, Panithaya Chareonthaitawee, Paul Kavanagh, Tejas Parekh, Balaji K. Tamarappoo, Tali Sharir, Andrew J. Einstein, Mathews B. Fish, Terrence D. Ruddy, Philipp A. Kaufmann, Albert J. Sinusas, Edward J. Miller, Timothy M. Bateman, Sharmila Dorbala, Marcelo Di Carli, Sebastien Cadet, Joanna X. Liang, Damini Dey, Daniel S. Berman and Piotr J. Slomka

Journal of Nuclear Medicine November 1, 2022, 63 (11) 1768-1774; DOI: https://doi.org/10.2967/jnumed.121.263686
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Evaluation of Deep Learning–Based Approaches to Segment Bowel Air Pockets and Generate Pelvic Attenuation Maps from CAIPIRINHA-Accelerated Dixon MR Images
Hasan Sari, Ja Reaungamornrat, Onofrio A. Catalano, Javier Vera-Olmos, David Izquierdo-Garcia, Manuel A. Morales, Angel Torrado-Carvajal, Thomas S.C. Ng, Norberto Malpica, Ali Kamen and Ciprian Catana

Journal of Nuclear Medicine March 1, 2022, 63 (3) 468-475; DOI: https://doi.org/10.2967/jnumed.120.261032
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Direct Attenuation Correction Using Deep Learning for Cardiac SPECT: A Feasibility Study
Jaewon Yang, Luyao Shi, Rui Wang, Edward J. Miller, Albert J. Sinusas, Chi Liu, Grant T. Gullberg and Youngho Seo

Journal of Nuclear Medicine November 1, 2021, 62 (11) 1645-1652; DOI: https://doi.org/10.2967/jnumed.120.256396
Open Access
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 1, 2021, 62 (6) 871-879; DOI: https://doi.org/10.2967/jnumed.120.248856
Open Access
Deep-Learning ¹⁸F-FDG Uptake Classification Enables Total Metabolic Tumor Volume Estimation in Diffuse Large B-Cell Lymphoma
Nicolò Capobianco, Michel Meignan, Anne-Ségolène Cottereau, Laetitia Vercellino, Ludovic Sibille, Bruce Spottiswoode, Sven Zuehlsdorff, Olivier Casasnovas, Catherine Thieblemont and Irène Buvat

Journal of Nuclear Medicine January 1, 2021, 62 (1) 30-36; DOI: https://doi.org/10.2967/jnumed.120.242412
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Projection Space Implementation of Deep Learning–Guided Low-Dose Brain PET Imaging Improves Performance over Implementation in Image Space
Amirhossein Sanaat, Hossein Arabi, Ismini Mainta, Valentina Garibotto and Habib Zaidi

Journal of Nuclear Medicine September 1, 2020, 61 (9) 1388-1396; DOI: https://doi.org/10.2967/jnumed.119.239327

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