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BMAI

バイオメディカルAI研究ユニット

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鈴木 賢治

教授

鈴木 賢治

東京科学大学 総合研究院
バイオメディカルAI研究ユニット（BMAI） 教授・ユニットリーダー
情報通信系

兼任
総合研究院 未来産業技術研究所
工学院情報通信系 ライフエンジニアリングコース
工学院情報通信系 情報通信コース
超スマート社会卓越教育院
HLS-Holistic Life Science
超スマート社会推進コンソーシアム

学歴

  • 2001年　博士（工学）取得（名古屋大学大学院・工学研究科，論文博士）

職歴（フルタイムポジション）

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研究分野

研究の長期目標は、医師が正しく診断する際の画像認識のスキルを、データや症例から学習する人工知能技術を開発し、理解することです。
目標を達成するためには、最先端の機械学習、画像解析技術の開発とその理論による裏付け、医師が行う意思決定プロセスや人間の視覚システムを理解することが不可欠であると信じています。
研究領域は医用画像における機械・データ学習、医用画像における病変のコンピューター支援検出・診断、医用画像処理・解析、特に画像ベースの機械学習や深層学習など、画像処理やパターン認識のための人間の視覚システムに着想を得た機械学習とそのバイオメディカルへの応用などです。

業績（詳細は業績のページをご覧ください）

コンピューター支援診断、医用画像解析、機械学習、神経回路網、コンピュータービジョン、画像処理、パターン認識といった分野で約400の論文（125の査読付き雑誌論文を含む）を発表してきました。40（15の登録特許を含む）の特許を出願しています。Google Scholarでは論文は14000回以上引用され、h-indexが61、コンピューター支援診断分野で頻繁に引用された研究者の一人とされています。 Google Scholar.

研究業績

書籍

  • Krohn J. (author), Suzuki K. (supervisor of a translation), Shimizu M.(translator),「Python, TensorFlowで実践する深層学習入門 しくみの理解と応用」東京化学同人, 278 pp., 2022.
    *This book is the Japanese edition of “Deep Learning Illustrated”.

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  • Suzuki K., Reyes M., Syeda-Mahmood T., Konukoglu E., Glocker B., Wiest R., Gur Y., Greenspan H., Madabhushi A.: Editors. Interpretability of Machine Intelligence in Medical Image Computing and Multimodal Learning for Clinical Decision Support, Lecture Notes in Computer Science, Springer International Publishing (Switzerland), vol. 11797, 87 pp., 2019. (ISBN 978-3-030-33850-3)

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  • Greenspan H., Tanno R., Erdt M., Arbel T., Baumgartner C., Dalca A., Sudre C.H., Wells III W.M., Drechsler K., Linguraru M.G., Oyarzun Laura C., Shekhar R., Wesarg S., González Ballester M.Á., Suzuki K., Liao H., Wang Q., van Ginneken B., Zhou L.: Editors. Uncertainty for Safe Utilization of Machine Learning in Medical Imaging and Clinical Image-Based Procedures, Lecture Notes in Computer Science, Springer International Publishing (Switzerland), vol. 11840, 184 pp., 2019. (ISBN 978-3-030-32689-0)

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  • Liao H., Balocco S., Wang G., Zhang F., Liu Y., Ding Z., Duong L., Phellan R., Zahnd G., Breininger K., Albarqouni S., Moriconi S., Lee S.-L., Demirci S., Suzuki K., Greenspan H., Wang Q., van Ginneken B., Zhou L.: Editors. Machine Learning and Medical Engineering for Cardiovascular Health and Intravascular Imaging and Computer Assisted Stenting, Lecture Notes in Computer Science, Springer International Publishing (Switzerland), vol. 11794, 199 pp., 2019. (ISBN 978-3-030-33327-0)

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  • Suzuki K., Chen Y.: Editors. Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging, Springer, (Switzerland), 387 pp., 2018. (ISBN 978-3-319-68842-8)

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  • Wang Q., Shi Y., Suk H., Suzuki K.: Editors. Machine Learning in Medical Imaging (MLMI), Lecture Notes in Computer Science, Springer International Publishing (Switzerland), vol. 10541, 391 pp., 2017. (ISBN 978-3-319-67389-9)

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  • Suzuki K.: Editor. Computational Intelligence in Biomedical Imaging, Springer (New York, NY), 411 pp., 2014. (ISBN 978-1-4614-7244-5)

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  • Wu G., Zhang D., Shen D., Yan P., Suzuki K., Wang F.: Editors. Machine Learning in Medical Imaging (MLMI), Lecture Notes in Computer Science, Springer-Verlag (Berlin), vol. 8184, 262 pp., 2013. (ISBN 978-3-319-02266-6)
    (Top 50% Most Downloaded eBooks in 2013 by Springer)

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  • Suzuki K.: Editor. Artificial Neural Networks – Architectures and Applications, 256 pp., In-Tech (Vukovar, Croatia), 2013. (ISBN 978-953-51-0935-8)

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  • Wang F., Shen D., Yan P., Suzuki K.: Editors. Machine Learning in Medical Imaging (MLMI), Lecture Notes in Computer Science, Springer-Verlag (Berlin), vol. 7588, 276 pp., 2012. (ISBN 978-3-642-35427-4)

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  • Suzuki K.: Editor. Machine Learning in Computer-Aided Diagnosis: Medical Imaging Intelligence and Analysis, IGI Global (Hershey, PA), 524 pp., 2012. (ISBN 9781466600591)

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  • Suzuki K., Wang F., Shen D., Yan P.: Editors. Machine Learning in Medical Imaging (MLMI), Lecture Notes in Computer Science, Springer-Verlag (Berlin), vol. 7009, 355 pp., 2011. (ISBN 978-3-642-24318-9)

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  • Suzuki K.: Editor. Artificial Neural Networks – Industrial and Control Engineering Applications, 478 pp., In-Tech (Vukovar, Croatia), 2011. (ISBN 978-953-307-220-3)

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  • Suzuki K.: Editor. Artificial Neural Networks – Methodological Advances and Biomedical Applications, 362 pp., In-Tech (Vukovar, Croatia), 2011. (ISBN 978-953-307-243-2)

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  • Wang F., Yan P., Suzuki K., Shen D.: Editors. Machine Learning in Medical Imaging (MLMI), Lecture Notes in Computer Science, Springer-Verlag (Berlin), vol. 6357, 192 pp., 2010. (ISBN 978-3-642-15947-3)
    (Top 50% Most Downloaded eBooks in 2013 by Springer

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代表的な雑誌論文

ジャーナル編集長・編集委員

  • 2020-　Editor-in-Chief, AI: A New Open Access Journal for Artificial Intelligence

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  • 2017-　Associate Editor, Pattern Recognition (IF: 7.740)

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  • 2021-　Associate Editor, Frontiers in Oncology (IF: 6.244)

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  • 2018-　Editorial Board Member, Electronics (IF: 2.397)

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  • 2019-　Editorial Board Member, Diagnostics (IF: 3.706)

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  • 2012-　Editorial Board Member, Quantitative Imaging in Medicine and Surgery (IF: 3.837)

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  • 2007-　Invited Associate Editor, Medical Physics (IF: 4.071)

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ジャーナル特集号ゲストエディター

2022 Special issue on “Editorial Board Members’ Collection Series in “Computer-Aided Diagnosis and Prognosis of Diseases,”” Diagnostics

2022 Special issue on “Intelligent Systems for One Digital Health,” International Journal of Environmental Research and Public Health (Impact Factor: 4.614)

2022 Special Issue on “Feature Papers for AI,” AI

2020 Special Issue on “Frontiers in Artificial Intelligence,” AI

2018 Special Issue on “Computer-Aided Diagnosis and Characterization of Diseases,” Diagnostics

2017 Special issue on “Machine Learning in Medical Imaging,” Pattern Recognition (IF: 8.518)

2016 Special issue on “Machine Learning Applications in Medical Image Analysis,” Computational and Mathematical Methods in Medicine (IF: 2.809)

2016 Special issue on “Advances in Translational Cancer Imaging: Opportunities and Challenges,” BioMed Research International (IF: 3.246)

2016 Special issue on “Image and Video Processing in Medicine,” Journal of Imaging

2015 Special issue on “Machine Learning in Medical Imaging,” Computerized Medical Imaging and Graphics (IF: 7.422)

2013 Special issue on “Advanced Computing for Image-Guided Intervention,” Neurocomputing (IF: 5.779)

2013 Special issue on “Machine Learning in Medical Imaging,” Machine Vision and Applications (IF: 2.983)

2012 Special issue on “Lung Imaging Data Analysis,” International Journal of Biomedical Imaging

2012 Special issue on “Machine Learning for Medical Imaging 2012,” Algorithms

2011 Special issue on “Machine Learning in Medical Imaging,” International Journal of Biomedical Imaging

2010 Special issue on “Artificial Intelligence in Biomedical Image Analysis,” Open Artificial Intelligence Journal

2010 Special issue on “Machine Learning for Medical Imaging,” Algorithms

国際会議主催・座長

  • 2023 Steering Committee Member, 13th International Conference on Ambient Computing, Applications, Services and Technologies (AMBIENT 2023), Porto, Portugal, September 25-29, 2023
    2022 Steering Committee Member, 12th International Conference on Ambient Computing, Applications, Services and Technologies (AMBIENT 2022), Barcelona, Spain, November 13-17, 2022
    2022 Steering Committee Member, 2022 Asia Conference on Advanced Robotics, Automation, and Control Engineering (ARACE), Qingdao, China, August 26-28, 2022
    2022 Chair, 2022 5th International Joint Conference on Robotics and Artificial Intelligence (JCRAI 2022), Chengdu, China, June 10-12, 2022
    2021 Conference Committee Member, Robotics and Computer Science World Forum, Amsterdam, Netherlands, October 04-06, 2021
    2021 Steering Committee Member, 11th International Conference on Ambient Computing, Applications, Services and Technologies (AMBIENT 2021), Barcelona, Spain, October 3-7, 2021
    2021 Organizing Committee Member, International Webinar on Artificial Intelligence and Robotics (Robotics 2021), August 30-31, 2021
    2021 Chair, 2021 4th International Joint Conference on Robotics and Artificial Intelligence (JCRAI 2021), Chengdu, China, June 21-23, 2021
    2021 Steering Committee Member, 2021 8th International Conference on Electronics Engineering and Technology (ICEET 2021), Tokyo, Japan, July 16-18, 2021
    2021 Steering Committee Member, 2021 6th Asia-Pacific Conference on Intelligent Robot Systems (ACIRS 2021), Tokyo, Japan, July 16-18, 2021
    2021 Organizing Committee Member, International Conference on Dementia and Alzheimer’s, Paris, France, June 09-11, 2021
    2021 Scientific Committee Member, International Precision Medicine Conference (IPMC 2021), April 19-21, 2021 (virtual)

国際会議エディター・組織での指導的役職

  • 2023-2024 Member, AAPM Task Group No. 416 – Quality assurance and user training of CAD-AI tools in clinical practice (TG416)
    2023-2024 Member, AAPM Computer Aided Image Analysis Subcommittee (CADSC)
    2023-2024 Member, AAPM Task Group No. 273 – CAD Assessment, Quality Assurance and Training (TG273)
    2021-2024 Council Member, The Hong Kong Society of Robotics and Automation (HKSRA)
    2024 Technical Program Chair, 2024 7th Artificial Intelligence and Cloud Computing Conference (AICCC 2024), Tokyo, Japan, December 14-16, 2024
    2024 Chair, Program Committee, 2024 13th International Conference on Computing and Pattern Recognition (ICCPR 2024), Tianjin, China, October 25-27, 2024
    2024 Associate Editor, IEEE International Symposium on Biomedical Imaging (IEEE ISBI), Athens, Greece, May 27-10, 2024
    2024 Advisory Board Member, Sci, MDPI
    2023 Technical Program Chair, 2023 6th Artificial Intelligence and Cloud Computing Conference (AICCC 2023), Kyoto, Japan, December 16-18, 2023
    2023 Program Committee Chair, 2023 12th International Conference on Computing and Pattern Recognition (ICCPR 2023), Qingdao, China, October 27-29, 2023
    2023 Area Chair, The 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, CANADA, Oct 8-12, 2023
    2023 Associate Editor, Theme 2, Biomedical Imaging & Image Processing, the 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC), Sydney, Australia, July 24-28, 2022
    2023 International Advisory Committee, 2023 6th International Joint Conference on Robotics and Artificial Intelligence (JCRAI 2023), Shanghai, China, July 7-9, 2023
    2023 Associate Editor, IEEE International Symposium on Biomedical Imaging (IEEE ISBI), Cartagena de Indias, Colombia, April 18-21, 2023
    2023 Advisory Committee Member, the 2023 7th International Conference on Artificial Intelligence, Automation and Control Technologies (AIACT 2023), Kunming, China, February 24-26, 2023
    2022 Technical Program Chair, 2022 5th Artificial Intelligence and Cloud Computing Conference (AICCC 2022), Osaka, Japan, December 17-19, 2022
    2022 Co-Chair, Program Committee, 2022 11th International Conference on Computing and Pattern Recognition (ICCPR 2022), Beijing, China, October 21-23, 2022
    2022 Associate Editor, Theme 2, Biomedical Imaging & Image Processing, the 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC), Glasgow, UK, July 11-15, 2022
    2022 Program Chair, 2022 7th Asia-Pacific Conference on Intelligent Robot Systems (ACIRS 2022), Tianjin, China, July 1-3, 2022
    2022 Advisory Committee Member, 2022 6th International Conference on Artificial Intelligence, Automation and Control Technologies (AIACT 2022), Shanghai, China, April 22-24, 2022
    2021 Academic Committee member, International Coalition of Intelligent Manufacturing (ICIM), December, 2021
    2021 International Advisory Committee Member, International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT-2021), November 26-27, 2021
    2021 Associate Editor, Theme 2, Biomedical Imaging & Image Processing, the 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC), Guadalajara, Mexico, October, 2021
    2021 Co-Chair, Program Committee, 2021 10th International Conference on Computing and Pattern Recognition (ICCPR 2021), Shanghai, China, October 15-17, 2021
    2021 Associate Editor, 2021 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2021), Melbourne, Australia, October, 2021
    2021 Program Chair, The 5th International Conference on Imaging, Vision & Pattern Recognition (IVPR), Japan, August 16-20, 2021
    2021 Associate Editor, IEEE International Symposium on Biomedical Imaging (IEEE ISBI), Nice, France, April, 2021

助成金審査員

  • National Institutes of Health (NIH)

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  • National Science Foundation (NSF)

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  • Swiss National Science Foundation

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  • The Dutch Research Council (NWO)

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  • Diabetes UK, United Kingdom

  • Linz Institute of Technology (LIT), Austria

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