鈴木賢治

東京工業大学科学技術創成研究院未来産業技術研究所教授
東京工業大学工学院情報通信系教授
東京工業大学超スマート社会卓越教育院教授

2020 - 2025 モジュール型モデルによる深層学習のホワイトボックス化
2021 - 2024 がんゲノム医療のための革新的核酸抽出技術の開発
2018 - 2022 深層学習を用いた仮想高線量化技術による放射線画像検査の被曝最小化
2021 - 2022 スモールデータAIによる医用画像診断支援システムの多品種短期開発
2021 - 2022 口腔からの生体情報センシングとAIによるヘルスモニターシステムの開発

全件表示

Pavarut S., Preedanan W., Kumazawa I., Suzuki K., Kobayashi M., Tanaka H., Ishioka J., Matsuoka Y., Fujii Y. Improving Kidney Tumor Classification With Multi-Modal Medical Images Recovered Partially by Conditional CycleGAN. IEEE Access. 2023. Vol. 11
Ze Jin, Maolin Pang, Yuqiao Yang, Fahad Parvez Mahdi, Tianyi Qu, Ren Sasage, Kenji Suzuki. Explaining Massive-Training Artificial Neural Networks in Medical Image Analysis Task Through Visualizing Functions Within the Models. Lecture Notes in Computer Science. 2023. 713-722
Wahyu Rahmaniar, Kenji Suzuki, Ting-Lan Lin. Auto-CA: Automated Cobb Angle Measurement Based on Vertebrae Detection for Assessment of Spinal Curvature Deformity. IEEE Transactions on Biomedical Engineering. 2023. 1-10
Tomoyuki Shishido, Yasuhiro Ono, Itsuo Kumazawa, Ichiro Iwai, Kenji Suzuki. Artificial intelligence model substantially improves stratum corneum moisture content prediction from visible-light skin images and skin feature factors. Skin Research and Technology. 2023. 29. 8
Wan Azani Mustafa, Kenji Suzuki. Special Issue: Editorial Board Members’ Collection Series in “Computer-Aided Diagnosis and Prognosis of Diseases". Diagnostics. 2023

鈴木賢治. 医用画像処理における深層学習. JMPマガジン152 先進医療NAVIGATOR 医療とAI最前線. 2022. 8-10
鈴木賢治. スモールデータ深層学習による医用画像診断支援. Precision Medicine. 2022. 5. 1. 90-92
鈴木賢治. 深層学習による医用画像診断支援. BIO Clinica. 2021. Vol. 36. No. 7. 92-94
鈴木賢治. 深層学習による医用画像処理と診断支援. Precision Medicine. 2020. 3. 5. 87-91
鈴木賢治. 医用画像システム. JMAI Letter. 2020. 2. 53-54

染色画像推定器学習装置、画像処理装置、染色画像推定器学習方法、画像処理方法、染色画像推定器学習プログラム、及び、画像処理プログラム
Converting low-dose to higher dose 3D tomosynthesis images through machine-learning processes
Converting low-dose to higher dose mammographic images through machine-learning processes
Supervised machine learning technique for reduction of radiation dose in computed tomography imaging
Image modification and detection using massive training artificial neural networks (MTANN)

Python,TensorFlowで実践する深層学習入門: しくみの理解と応用 (DIGITAL FOREST)
東京化学同人 2022 ISBN:4807920383
Artificial Intelligence and Machine Learning for Healthcare
Springer 2022 ISBN:9783031111532
Machine and Deep Learning in Oncology, Medical Physics and Radiology
Springer 2022 ISBN:3030830462
2020-2021年版はじめての医用画像ディープラーニング -基礎・応用・事例- (医療AIとディープラーニングシリーズ)
オーム社 2020 ISBN:4274225445
Lung Cancer and Imaging
IOP Publishing 2020 ISBN:0750325380

Small-data AI and Its Applications to Diagnostic Aid and Virtual AI Imaging
(the 4th International Conference on Medical Imaging and Computer-Aided Diagnosis (MICAD 2023) 2023)
Detection and Correction of Defective Relative Humidity Data Collected from the Greenhouse Environment Using Nested Kalman Filters with Standard Deviation Analysis
(2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC 2023) 2023)
Explaining Massive-Training Artificial Neural Networks in Medical Image Analysis Task Through Visualizing Functions Within the Models
(The 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023) 2023)
Small-Data Deep Learning for Computer-Aided Diagnosis for Rare Diseases
(55th Advanced Materials Congress 2023)
Functional Model Visualization for Explaining Massive-Training Artificial Neural Network for Liver Tumor Segmentation
(45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2023) 2023)

1991 - 1993 名城大学大学院理工学研究科電気電子工学専攻
1987 - 1991 名城大学理工学部電気電子工学科

博士(工学) (名古屋大学)

2020/04 - Tokyo Tech Academy for Super Smart Society, Tokyo Institute of Technology Professor (Specially Appointed)
2017/05 - Information and Communications Engineering, School of Engineering, Tokyo Institute of Technology Professor (Specially Appointed)
2017/05 - World Research Hub Initiative (WRHI), Institute of Innovative Research (IIR), Tokyo Institute of Technology Professor (Specially Appointed)
2017/05 - The Laboratory for Future Interdisciplinary Research in Science and Technology (FIRST), Institute of Innovative Research (IIR), Tokyo Institute of Technology Professor (Specially Appointed)
2014/08 - Illinois Institute of Technology Medical Imaging Research Center, Pritzker Institute of Biomedical Science and Engineering Associate Professor (Tenured)

全件表示

2020 - 現在 AI Editor-in-Chief
2019 - 現在日本メディカルAI 学会顧問
2019 - 現在 IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC) Associate Editor
2019 - 現在 International Coalition of Intelligent Manufacturing (ICIM) Academic Committee member
2019 - 現在 IEEE Transactions on Neural Networks and Learning Systems Reviewer

2019 - 現在 Nature Machine Intelligence Reviewer

2019 - 現在 Scientific Reports - Nature Reviewer

2019 - 現在 Diagnostics Editorial Board Member

2018 - 現在 Clarivate Analytics Academic Reputation Survey for Global Institutional Profiles Project including U.S. News Best Global Rankings and the Round University Ranking Reviewer

2018 - 現在 Science Translational Medicine Reviewer

2018 - 現在 Nature Communications Reviewer

2018 - 現在 Electronics Editorial Board Member

2017 - 現在 International Conference on Ambient Computing, Applications, Services and Technologies (AMBIENT) Program Committee Member

2017 - 現在 Pattern Recognition Associate Editor

2016 - 現在 IEEE Computational Intelligence Magazine Reviewer

2016 - 現在 Computing and Applications Reviewer

2014 - 現在 International Workshop on Machine Learning in Medical Imaging (MLMI) Steering Committee Member

2014 - 現在 Journal of Imaging Editorial Board Member

2014 - 現在 Journal of Biomedical Engineering and Medical Imaging Editor-in-Chief

2013 - 現在 International Conference on Innovation in Medicine and Healthcare (InMed) International Program Committee Member

2011 - 現在 IEEE Transactions on Intelligent Transportation Systems Reviewer

2011 - 現在 Pattern Recognition Reviewer

2010 - 現在 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMB) Associate Editor

2010 - 現在 Medical Image Analysis Reviewer

2010 - 現在 International Journal of Computer Vision Reviewer

2009 - 現在 SPIE International Symposium on Medical Imaging, Computer-Aided Diagnosis conference (SPIE MI) Program Committee Member

2009 - 現在 International Journal of Neural Systems Reviewer

2007 - 現在 Medical Physics Invited Associate Editor

2006 - 現在 IEEE Transactions on Image Processing Reviewer

2006 - 現在 IEEE Transactions on Biomedical Engineering Reviewer

2004 - 現在 Neurocomputing Reviewer

2003 - 現在 IEEE Transactions on Medical Imaging Reviewer

2023 - 2024 AAPM Task Group No. 416 - Quality assurance and user training of CAD-AI tools in clinical practice (TG416) Member

2021 - 2024 The Hong Kong Society of Robotics and Automation (HKSRA) Council Member

2019 - 2023 AAPM Task Group No. 273 - CAD Assessment, Quality Assurance and Training (TG273) Member

2019 - 2023 AAPM Computer Aided Image Analysis Subcommittee (CADSC) Member

2012 - 2022 Quantitative Imaging in Medicine and Surgery Editorial Board Member

2019 - 2021 国立研究開発法人日本医療研究開発機構(AMED) 医療研究開発革新基盤創成事業(CiCLE)課題評価委員会委員

2020 - 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2020) Associate Editor

2020 - Frontline Health XPRIZE, XPRIZE Foundation Community member

2019/09 - 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019) Chair, Satellite Events Committee

2019/07 - International Conference on Dementia & Alzheimer’s Disease (Dementia 2019) Organizing Committee Member

2019/06 - 5th Edition of International Conference on Clinical Oncology and Molecular Diagnostics (Clinical Oncology 2019) Organizing Committee Member

2019/04 - 4th International Cancer Study & Therapy Conference (Cancer Science2019) Organizing Committee Member

2013 - 2019 National Institutes of Health (NIH), USA Grant Reviewer

2019 - Top 10 International Intelligent Manufacturing Technologies, International Coalition on Intelligent Manufacturing Evaluation Committee Member

2019 - AAPM 2019 Summer School faculty/program directors Faculty

2019 - Austrian Science Fund (FWF), Austria Grant Reviewer

2018/10 - International conference on Medical Imaging and Clinical Research 2018 Organizing Committee Member

2018/07 - International Conference on Electronics & Electrical Engineering (ICEEE 2018) Organizing Committee Member

2018/05 - AI Roundtable for “AI Law for American Workers and Industries”, United States Congress Panelist

2018/02 - AAPM CAD subcommittee Member

2011 - 2018 Academic Radiology Deputy Editor

2017/11 - 7th International Conference on Ambient Computing, Applications, Services and Technologies (AMBIENT 2017) Steering Committee Member

2017/10 - 10th International Conference on Biomarkers and Clinical Research Organizing Committee Member

2014 - 2017 Medical Research Council, Research Councils UK, U.K. Grant Reviewer

2017 - International Workshop on Machine Learning in Medical Imaging (MLMI) Chair

2017 - National Science Centre (Narodowe Centrum Nauki - NCN), Poland Grant Reviewer

2017 - Special issue on “Machine Learning in Medical Imaging,” Pattern Recognition Guest Editor

2013 - 2016 Research Grant Program, Technology Foundation STW, the Netherlands Grant Reviewer

2012 - 2016 MICCAI Workshop on Clinical Image-based Procedures: From Planning to Intervention (CLIP) Program Committee Member

2016 - QS Global Academic Survey for QS World University Rankings Reviewer

2016 - Innovation for Innovation Programme, National Institute forHealth Research (NIHR), U.K. Grant Reviewer

2016 - Research Councils UK (RCUK), U.K. Grant Reviewer

2016 - Netherlands Organisation for Scientific Research (NWO:Dutch NSF), Netherlands Grant Reviewer

2016 - Special issue on “Advances in Translational Cancer Imaging: Opportunities and Challenges,” BioMed Research International Guest Editor

2015 - Special issue on “Machine Learning in Medical Imaging,” Computerized Medical Imaging and Graphics Guest Editor

2014/07 - the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC) Track Chair

2010 - 2014 International Conference on Advanced Cognitive Technologies and Applications (COGNITIVE) Technical Program Committee Member

2010 - 2014 International Conference on Data Communication Networking (DCNET) International Program Committee Member

2008 - 2014 the 19th International Conference on Pattern Recognition (ICPR) Program Committee Member

2014 - IEEE ICDM Workshop on Data Mining in Medical Imaging Program Committee Member

2014 - the 22nd International Conference on Pattern Recognition (ICPR) Area Chair, Biomedical Image Analysis track

2010 - 2013 International Workshop on Machine Learning in Medical Imaging (MLMI) Chair

2009 - 2013 Workshop on Soft Computing in Image Processing and Computer Vision (SCIPCV), International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV) Program Committee Member

2013 - 2013 IEEE International Conference on Systems, Man, and Cybernetics (2013 IEEE SMC) Program Committee Member

2013 - International Association for Pattern Recognition (IAPR) Committee Member, Technical Committee on Pattern Recognition for Bioinformatics (IAPR TC-20)

2013 - Research Competitiveness Program, American Association for the Advancement of Science (AAAS), USA Reviewer

2013 - Swiss National Science Foundation, Switzerland Grant Reviewer

2013 - Special issue on “Advanced Computing for Image-Guided Intervention,” Neurocomputing Guest Editor

2012 - The International Association of Science & Engineering Congress Editorial Board Member

2012 - the 21st International Conference on Pattern Recognition (ICPR) Area Chair, Virtual Reality and Medical Applications track

2008 - 2011 IEEE Chicago Section IEEE Senior Member Upgrade Chair

2001 - 2011 IEEE Transactions on Neural Networks Reviewer

2011 - Smart Health and Wellbeing (SHB) Cross-Cutting Program, Directorate for Computer & Information Science & Engineering (CISE), National Science Foundation (NSF), USA Panel Member

2009 - 2010 International Conference on Networked Computing (INC) Program Committee Member

2008 - 2010 Research Advisory Committee, American Cancer Society (ACS), Illinois Division, USA Member

2010 - MICCAI Workshop on Computational Challenges and Clinical Opportunities in Virtual Colonoscopy and Abdominal Imaging Chair

2010 - Science Center Programs, the U.S. Department of State Grant Reviewer

全件表示

日本メディカルAI学会 , 日本医用画像工学会 , 情報処理学会 , 電子情報通信学会 , American Association of Physicists in Medicine (AAPM) , International Society for Optical Engineering (SPIE) , Medical Image Computing and Computer Assisted Intervention Society (MICCAI) , Institute of Electrical and Electronics Engineers (IEEE)

鈴木 賢治