Rchr
J-GLOBAL ID:201801003251022477   Update date: Mar. 14, 2024

Murao Kohei

ムラオ コウヘイ | Murao Kohei
Affiliation and department:
Homepage URL  (1): http://research.nii.ac.jp/rc4mb/
Research field  (1): Biological, health, and medical informatics
Research keywords  (6): Computer Aided Detection and Diagnosis ,  medical image analysis ,  image processing ,  machine learning ,  Medical Information ,  Medical Information System
Research theme for competitive and other funds  (4):
  • 2014 - 2017 Virtual nodule based on 3D spatial resolution in lung CT and its application to performance evaluation of computer-aided detection (CAD) system
  • 2013 - 2016 Performance evaluation of lung cancer CT screening CAD and developmant
  • 2011 - 2013 Conversion of CT image quality to suitable quality for images input into a computer-aided detection (CAD) system for lung cancer
  • 2008 - 2010 Quantitative evaluation of small spherical structures in PSF-based CT image simulation
Papers (47):
  • Hiroyuki Abe, Yusuke Kurose, Shusuke Takahama, Ayako Kume, Shu Nishida, Miyako Fukasawa, Yoichi Yasunaga, Tetsuo Ushiku, Youichiro Ninomiya, Akihiko Yoshizawa, et al. Development and multi-institutional validation of an artificial intelligence-based diagnostic system for gastric biopsy. Cancer Science. 2022. 113. 10. 3608-3617
  • Masaya Tanaka, Atsushi Saito, Kosuke Shido, Yasuhiro Fujisawa, Kenshi Yamasaki, Manabu Fujimoto, Kohei Murao, Youichirou Ninomiya, Shin'ichi Satoh, Akinobu Shimizu. Classification of large-scale image database of various skin diseases using deep learning. International Journal of Computer Assisted Radiology and Surgery. 2021. 16. 11. 1875-1887
  • Changhee Han, Leonardo Rundo, Kohei Murao, Tomoyuki Noguchi, Yuki Shimahara, Zoltán, Ádám Milacski, Saori Koshino, Evis Sala, Hideki Nakayama, et al. MADGAN: unsupervised medical anomaly detection GAN using multiple adjacent brain MRI slice reconstruction. BMC Bioinformatics. 2021. 22-S. 2. 31-31
  • 田中 雅也, 斉藤 篤, 志藤 光介, 藤澤 康弘, 山崎 研志, 藤本 学, 村尾 晃平, 二宮 洋一郎, 佐藤 真一, 清水 昭伸. 深層学習による大規模多様皮膚疾患画像データベースの分類. 日本医用画像工学会大会予稿集. 2020. 39回. 35-35
  • Changhee Han, Leonardo Rundo, Kohei Murao, Takafumi Nemoto, Hideki Nakayama. Bridging the Gap between AI and Healthcare Sides: Towards Developing Clinically Relevant AI-Powered Diagnosis Systems. Proceedings of 16th International Conference on Artificial Intelligence Applications and Innovations (AIAI). 2020. 320-333
more...
MISC (103):
  • Guidance for Developers and Users of Artificial Intelligence in Pathological Diagnosis. 2022
  • 山口功, 花井耕造, 村松禎久, 村尾晃平, 長島千恵子, 金岩清雄, 森泉力, 牛尾哲敏, 和田真一, 松田晃, et al. 肺がんCT検診認定技師の現状分析による対策型検診に向けた課題. CT検診. 2020. 27. 1
  • Shin'ichi Stoh, Kento Aida, Kohei Murao, Yoichiro Ninomiya. AI Research and Development at Research Center for Medical Big Data. INNERVISION. 2019. 34. 7
  • Changhee Han, Kohei Murao, Shin'ichi Satoh, Hideki Nakayama. Learning More with Less: GAN-based Medical Image Augmentation. 2019
  • Changhee Han, Kohei Murao, Tomoyuki Noguchi, Yusuke Kawata, Fumiya Uchiyama, Leonardo Rundo, Hideki Nakayama, Shin'ichi Satoh. Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images. 2019
more...
Patents (15):
Books (1):
  • ビッグデータが拓く医療AI
    丸善出版 2021 ISBN:9784621053904
Lectures and oral presentations  (5):
  • Medical Bigdata Cloud Platform: Common Place of Research and Development for Doctors and Researhcers of Informatics from multiple facilities
    (Cloud Week 2022 @ Hokkaido University 2022)
  • Estimation of severity of glaucoma in fundus images from multiple facilities
    (JAMIT Annual Meeting 2022 2022)
  • Medical big data and AI image analysis
    (Japanese Society of CT Screening Summer Seminar 2019 2019)
  • Activity of Medical Big Data Research Center - Collaboration between Medical Science Association and AI Image Analysis Researcher using Cloud Platform
    (Technical Committee on Industrial Application of Image Processing 2018)
  • Collaboration between Medical Science Association and AI Image Analysis Researcher using Cloud Platform
    (Workshop on Advanced Network Usage "ADVNET2018" 2018)
Education (3):
  • 1991 - 1994 Tohoku university
  • 1989 - 1991 Tohoku university
  • 1985 - 1989 Waseda university
Professional career (1):
  • PhD
Work history (3):
  • 2018/03 - 現在 National Institute of Informatics Research Center for Medical Bigdata Project Associate Professor
  • 2018/09 - 2020/03 National Center for Global Health and Medicine Department of Radiology Visiting Researcher
  • 1995/04 - 2018/02 Fujitsu Limited Manager
Committee career (1):
  • 2009/04 - 現在 肺がんCT検診認定機構 運営委員 および 東日本実行委員
Awards (1):
  • 2004/12 - RSNA (Radiological Society of North America) Certificate of Merit
Association Membership(s) (4):
The Japanese Society of Medical Imaging Technology(JAMIT) ,  THE PHYSICAL SOCIETY OF JAPAN ,  THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS ,  JAPAN ASSOCIATION FOR MEDICAL INFORMATICS
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