SMART LAB

Meet Our Team

Vice Director

김휘영 의학물리/영상의학
  • 의과대학 신관 6층 의생명시스템정보학교실
  • hykim82@yuhs.ac

연구분야

의료인공지능, 의료영상, 의학물리

소속 및 경력

  • 주요경력
  • 연세대학교 의과대학 영상의학과 방사선의과학연구소 연구조교수 (2018.03~현재)
  • 인공지능연구원 선임연구원 (2017.03~2018.02)
  • 제주대학교병원 방사선종양학과 의학물리학자 (2015.10~2017.02)
  • 서울대학교병원 의생명연구원 연구원 (2009.09~2017.02)
  • 서울대학교 의과대학 방사선의학연구소 연구원 (2011.03~2014.02)
  • 기타경력
  • 식품의약품안전처 의료기기규제과학위원회 위원

학력

  • 한국과학기술원(KAIST) 전산학 학사 (2000~2005)
  • 서울대학교 의과대학 의학물리학 박사 (2010~2016)

교육 및 연구경력

  • 대한의료인공지능학회 정보이사
  • 대한의학영상정보학회 학술위원

논문

  1. Hyunwoo Yang, Hwiyoung Kim*, In-ho Cha, Young-Soo Jung, Woong Nam, Jun young Kim, Jin-Kyu Kim, Yoon Hyeon Kim, Tae Gyeong Oh, Sang-Sun Han, Hyung Jun Kim, and Dongwook Kim*, “Automated detection of cyst and tumors of the jaw using deep learning in panoramic radiographs”, Journal of Clinical Medicine (2020, *공동교신, IF=5.583)
  2. Sohi Bae, Chansik An, Sung Soo Ahn*, Hwiyoung Kim*, Kyunghwa Han, Sang Wook Kim, Ji Eun Park, Ho Sung Kim, and Seung-Koo Lee, " Robust performance of deep learning for distinguishing glioblastoma from single brain metastasis using radiomic features: Model development and validation", Scientific Reports (2020, *공동교신, accepted for publication, IF=4.011)
  3. Beomseok Sohn, Yoon Seong Choi, Sung Soo Ahn, Hwiyoung Kim, Sang Wook Kim, Kyunghwa Han, Seung-Koo Lee, and Jinna Kim, “Machine learning based radiomic HPV phenotyping of oropharyngeal SCC: a feasibility study using MRI”, Laryngoscope (2020, accepted for publication, IF=2.343)
  4. Hwiyoung Kim, Dae Chul Jung, and Byoung Wook Choi, “Exploiting the Vulnerability of Deep Learning-Based Artificial Intelligence Models in Medical Imaging: Adversarial Attacks”, Journal of Korean Society of Radiology 80:2 (2019, review article)
  5. Donghoon Lee, Hwiyoung Kim, Byoung Wook Choi, and Hee-Joung Kim, “Development of a Deep Neural Network for Generating Synthetic Dual-Energy Chest X-Ray Images With Single X-Ray Exposure”, Phys Med Biol (2019, IF=3.030)
  6. Dong Wook Kim, Hwiyoung Kim, Woong Nam, Hyung Jun Kim, In-Ho Cha, “Machine learning to predict the occurrence of bisphosphonate-related osteonecrosis of the jaw associated with dental extraction”, Bone 116 (2018, IF=4.360)
  7. Hwiyoung Kim, Hyunseok Lee, Jong In Park, Chang Heon Choi, So-Yeon Park, Hee Jung Kim, Young Suk Kim, and Sung-Joon Ye, “Smartphone application for mechanical quality assurance of medical linear accelerators”, Phys Med Biol. 62:11, N254-270 (2017, IF=2.742)