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Barragán‐Montero AM, Nguyen D, Lu W, Lin MH, Norouzi‐Kandalan R, Geets X, Sterpin E, Jiang S. Three‐dimensional dose prediction for lung IMRT patients with deep neural networks: robust learning from heterogeneous beam configurations. Med Phys 2019; 46:3679-3691. [DOI: 10.1002/mp.13597] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 04/12/2019] [Accepted: 05/10/2019] [Indexed: 12/23/2022] Open
Affiliation(s)
- Ana María Barragán‐Montero
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
- Center of Molecular Imaging, Radiotherapy and Oncology (MIRO) UCLouvain Brussels Belgium
| | - Dan Nguyen
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
| | - Weiguo Lu
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
| | - Mu-Han Lin
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
| | - Roya Norouzi‐Kandalan
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
| | - Xavier Geets
- Center of Molecular Imaging, Radiotherapy and Oncology (MIRO) UCLouvain Brussels Belgium
- Department of Radiation Oncology Cliniques universitaires Saint‐Luc Brussels Belgium
| | - Edmond Sterpin
- Center of Molecular Imaging, Radiotherapy and Oncology (MIRO) UCLouvain Brussels Belgium
- Laboratory of Experimental Radiotherapy, Department of Oncology KU Leuven Leuven Belgium
| | - Steve Jiang
- Medical Artificial Intelligence and Automation (MAIA) Laboratory, Department of Radiation Oncology University of Texas Southwestern Medical Center Dallas TX USA
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