Optimizing Federated Learning Configurations for MRI Prostate Segmentation and Cancer Detection: A Simulation Study
Ashkan Moradi, Fadila Zerka, Joeran S. Bosma, Mohammed R. S. Sunoqrot, Bendik S. Abrahamsen, Derya Yakar, Jeroen Geerdink, Henkjan Huisman, Tone Frost Bathen, Mattijs Elschot
Comments25 pages, 6 figures, 4 tables. Accepted for publication in Radiology: Artificial Intelligence, \c{opyright} 2025 Radiological Society of North America (RSNA)
CADS: A Comprehensive Anatomical Dataset and Segmentation for Whole-Body Anatomy in Computed Tomography
Murong Xu, Tamaz Amiranashvili, Fernando Navarro, Maksym Fritsak, Ibrahim Ethem Hamamci, Suprosanna Shit, Bastian Wittmann, Sezgin Er, Sebastian M. Christ, Ezequiel de la Rosa, Julian Deseoe, Robert Graf, Hendrik Möller, Anjany Sekuboyina, Jan C. Peeken, Sven Becker, Giulia Baldini, Johannes Haubold, Felix Nensa, René Hosch, Nikhil Mirajkar, Saad Khalid, Stefan Zachow, Marc-André Weber, Georg Langs, Jakob Wasserthal, Mehmet Kemal Ozdemir, Andrey Fedorov, Ron Kikinis, Stephanie Tanadini-Lang, Jan S. Kirschke, Stephanie E. Combs, Bjoern Menze
机构
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Department of Quantitative Biomedicine, University of Zurich(定量生物医学系,苏黎世大学)
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ETH AI Center, ETH Zurich(ETH人工智能中心,苏黎世联邦理工学院)
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Department of Radiation Oncology, University Hospital and University of Zurich(放射肿瘤科,苏黎世大学医院和苏黎世大学)
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Faculty of Medicine, University of Zurich(医学系,苏黎世大学)
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Department of Neurology and Clinical Neuroscience Center, University Hospital Zurich and University of Zurich(神经科和临床神经科学中心,苏黎世大学医院和苏黎世大学)
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International School of Medicine, Istanbul Medipol University(国际医学院,伊斯坦布尔Medipol大学)
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School of Computation, Information and Technology, Technical University of Munich(计算、信息与技术学院,慕尼黑技术大学)
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Department of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, Technical University of Munich(诊断与介入神经放射科,医学与健康学院,慕尼黑技术大学)
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Department of Radiation Oncology, TUM University Hospital Rechts der Isar, TUM School of Medicine and Health, Technical University of Munich(放射肿瘤科,慕尼黑技术大学医院Rechts der Isar,慕尼黑技术大学医学与健康学院)
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Institute of Radiation Medicine (IRM), Helmholtz Zentrum München (HMGU)(放射医学研究所(IRM),亥姆霍兹慕尼黑研究中心(HMGU))
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German Consortium for Translational Cancer Research (DKTK), Partner Site Munich, Munich, Germany(德国转化癌症研究联盟(DKTK),慕尼黑分部,德国)
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University Hospital Essen, Institute of Interventional and Diagnostic Radiology and Neuroradiology(埃森大学医院,介入与诊断放射学及神经放射学研究所)
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University Hospital Essen, Institute for Artificial Intelligence in Medicine(埃森大学医院,医学人工智能研究所)
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Institute of Diagnostic and Interventional Radiology, Pediatric Radiology and Neuroradiology, University Medical Center Rostock(诊断与介入放射学、儿童放射学及神经放射学研究所,罗斯托克大学医学中心)
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Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna(生物医学成像与图像引导治疗系,维也纳医科大学)
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Department of Radiology, University Hospital Basel(放射科,巴塞尔大学医院)
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Department of Radiology, Cambridge University Hospitals NHS Foundation Trust(放射科,剑桥大学医院 NHS 基础信托)
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Labelata GmbH(Labelata 公司)
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Visual and Data-Centric Computing, Zuse Institute Berlin (ZIB)(视觉与数据导向计算,柏林 Zuse 研究所(ZIB))
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Brigham and Women’s Hospital(布里格姆和女性医院)
MR-CLIP: Efficient Metadata-Guided Learning of MRI Contrast Representations
Mehmet Yigit Avci, Pedro Borges, Paul Wright, Mehmet Yigitsoy, Sebastien Ourselin, Jorge Cardoso
机构
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School of Biomedical Engineering and Imaging Sciences, King’s College London, London, UK(生物医学工程与成像科学学院,伦敦国王学院,伦敦,英国)
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deepc GMBH, Munich, Germany(deepc 德国慕尼黑分公司)
GEPAR3D: Geometry Prior-Assisted Learning for 3D Tooth Segmentation
Tomasz Szczepański, Szymon Płotka, Michal K. Grzeszczyk, Arleta Adamowicz, Piotr Fudalej, Przemysław Korzeniowski, Tomasz Trzciński, Arkadiusz Sitek
机构
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Sano Centre for Computational Medicine(桑诺计算医学中心)
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Jagiellonian University(雅盖隆大学)
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Jagiellonian University Medical College(雅盖隆大学医学院)
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Warsaw University of Technology(华沙技术大学)
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Research Institute IDEAS(IDEAS研究所)
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Massachusetts General Hospital, Harvard Medical School(麻省总医院,哈佛医学院)