Automatic and robust estimation of sex and chronological age from panoramic radiographs using a multi-task deep learning network: a study on a South Korean population.

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第一作者： Se-Jin,Park

第一单位： Department of Oral and Maxillofacial Radiology and Dental Research Institute, School of Dentistry, Seoul National University, Seoul, 03080, South Korea.

作者： Se-Jin,Park ^[1] ; Su,Yang ^[2] ; Jun-Min,Kim ^[3] ; Ju-Hee,Kang ^[1] ; Jo-Eun,Kim ^[1] ; Kyung-Hoe,Huh ^[1] ; Sam-Sun,Lee ^[1] ; Won-Jin,Yi ^[4] ; Min-Suk,Heo ^[5]

作者单位： Department of Oral and Maxillofacial Radiology and Dental Research Institute, School of Dentistry, Seoul National University, Seoul, 03080, South Korea. ^[1] Department of Applied Bioengineering, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, 03080, South Korea. ^[2] Department of Electronics and Information Engineering, Hansung University, Seoul, 03080, South Korea. ^[3] Department of Oral and Maxillofacial Radiology and Dental Research Institute, School of Dentistry, Seoul National University, Seoul, 03080, South Korea. wjyi@snu.ac.kr. ^[4] Department of Applied Bioengineering, Graduate School of Convergence Science and Technology, Seoul National University, Seoul, 03080, South Korea. wjyi@snu.ac.kr. ^[5] Department of Oral and Maxillofacial Radiology, School of Dentistry, Seoul National University, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Korea. wjyi@snu.ac.kr. ^[6] Department of Oral and Maxillofacial Radiology and Dental Research Institute, School of Dentistry, Seoul National University, Seoul, 03080, South Korea. hmslsh@snu.ac.kr. ^[7] Department of Oral and Maxillofacial Radiology, School of Dentistry, Seoul National University, 101 Daehak-ro, Jongno-gu, Seoul, 03080, Korea. hmslsh@snu.ac.kr. ^[8]

关键词 Age estimation Deep learning Multi-task learning Panoramic radiographs Sex estimation