Itoh Hayato

イトウハヤト | Itoh Hayato

Affiliation and department：
Job title： Assistant Professor
Homepage URL (1)： https://hayato-itoh.github.io/

Research field (3)： Statistical science , Intelligent informatics , Perceptual information processing

Research keywords (3)： Pattern Recognition , Computer Aided Diagnosis , Mathematical Engineering

Research theme for competitive and other funds (2)：

2023 - 2026 Robust Three-Dimensional Pattern Recognition based on Object Oriented Data Analysis
2017 - 2019 Automated diagnosis for colonoscopy using deep learning

Papers (81)：

Hayato Itoh, Masahiro Oda, Shinji Saiki, Koji Kamagata, Wataru Sako, Kei-ichi Ishikawa, Nobutaka Hattori, Shigeki Aoki, Kensaku Mori. Preliminary study of substantia nigra analysis by tensorial feature extraction. International Journal of Computer Assisted Radiology and Surgery. 2024
Tao Hu, Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Wataru Sako, Kei-ichi Ishikawa, Shigeki Aoki, Kensaku Mori. Boosting substantia nigra segmentation from T2 weighted MRI via test-time normalization and distance-reweighted loss. Medical Imaging 2024: Computer-Aided Diagnosis. 2024
遠田涼, 伊東隼人, 小田昌宏, 林雄一郎, 大竹義人, 橋本正弘, 明石敏昭, 青木茂樹, 森健策. 2.5次元特徴抽出及び3次元特徴選択によるCOVID-19自動分類モデルの汎化性能に関する検討. 日本医用画像工学会大会予稿集. 2023. 42回. 209-210
Kai Jiang, Hayato Itoh, Masahiro Oda, Taishi Okumura, Yuichi Mori, Masashi Misawa, Takemasa Hayashi, Shin-Ei Kudo, Kensaku Mori. Gaussian affinity and GIoU-based loss for perforation detection and localization from colonoscopy videos. International journal of computer assisted radiology and surgery. 2023. 18. 5. 795-805
Kai Jiang, Hayato Itoh, Masahiro Oda, Taishi Okumura, Yuichi Mori, Masashi Misawa, Takemasa Hayashi, Shin-Ei Kudo, Kensaku Mori. Correction to: Gaussian affinity and GIoU-based loss for perforation detection and localization from colonoscopy videos. International journal of computer assisted radiology and surgery. 2023. 18. 5. 807-807

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MISC (77)：

伊東隼人, 小田昌宏, 小田昌宏, SHEN Chen, WANG Cheng, 三浦幹太, 佐藤淳哉, 大竹義人, 備瀬竜馬, 古川亮, et al. Report on MICCAI 2022. 電子情報通信学会技術研究報告(Web). 2023. 122. 417(MI2022 72-130)
Zhongyang LU, Masahiro ODA, Yuichiro HAYASHI, Tao HU, Hayato ITOH, Takeyuki WATADANI, Osamu ABE, Masahiro HASHIMOTO, Masahiro JINZAKI, Kensaku MORI. Self-attention Class Balanced DenseNet_LSTM framework for Subarachnoid Hemorrhage CT image Classification on Extremely Imbalanced Brain CT Dataset. 2021. 40回. 69-75
Kai Jiang, Hayato Itoh, Masahiro Oda, Taishi Okumura, Yuichi Mori, Masashi Misawa, Takemasa Hayashi, Shin-Ei Kudo, Kensaku Mori. Synthesized Perforation Detection from Endoscopy Videos Using Model Training with Synthesized Images by GAN. 2021. 40回. 223-228
伊東隼人, 小田昌宏, 森悠一, 三澤将史, 工藤進英, 森健策. ピットパターン特徴量の解析に向けた超拡大内視鏡画像の再構成法に関する初期的検討. 日本医用画像工学会大会予稿集. 2021. 40回. 309-317
中原健太, 石田文生, 一政克朗, 森悠一, 三澤将史, 澤田成彦, 工藤進英, Villard Ben, 伊東隼人, 森健策. [総論]AI時代を見据えた消化器外科手術 AIによる大腸T2癌リンパ節転移予測. 日本消化器外科学会総会. 2020. 75回. WS15-6

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Books (1)：

内視鏡画像AI (医療AIとディープラーニングシリーズ)
オーム社 2022 ISBN:427422564X

Lectures and oral presentations (58)：

ピットパターン特徴量の解析に向けた超拡大内視鏡画像の再構成法に関する初期的検討
(日本医用画像工学会大会予稿集 2021)
Synthesized Perforation Detection from Endoscopy Videos Using Model Training with Synthesized Images by GAN
(2021)
Self-attention Class Balanced DenseNet_LSTM framework for Subarachnoid Hemorrhage CT image Classification on Extremely Imbalanced Brain CT Dataset
(2021)
コロナ禍における数理工学研究とその応用
(第1回名古屋大学イニシアティブウェビナー「生命と人工知能」 2021)
Binary Polyp-Size Classification based on Deep-Learning Estimation of Spatial Information
(Computer Assisted Radiology and Surgery (CARS) 2021 2021)

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Works (1)：

SUN Colonoscopy Video Database (http://amed8k.sundatabase.org/)
Hayato Itoh, Masashi Misawa, Yuichi Mori, Masahiro Oda, Shin-Ei Kudo, Kensaku Mori 2020 -

Education (3)：

2012 - 2017 Chiba University Graduate School of Advanced Integration Science Information Sciences
2010 - 2012 Chiba University Graduate School of Advanced Integration Science Information Sciences
2006 - 2010 Chiba University Faculty of Engineering Department of Information and Image Sciences

Professional career (1)：

PhD in Engineering (Chiba University)

Work history (8)：

2023/11 - 現在 Nagoya University Graduate School of Informatics Visiting Scholar
2023/09 - 現在 Fukuoka University Department of Applied Mathematics, Faculty of Science Assistant Professor
2020/11 - 2023/08 Nagoya University Graduate School of Informatics Department of Intelligent Systems Designated Assistant Professor
2017/04 - 2020/11 Nagoya University Graduate School of Informatics Department of Intelligent Systems Research Fellow
2013/04 - 2017/03 National Institute of Informatics Special Collaboration with Research Students

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Committee career (14)：

2024/09 - 現在 The Japanese Society of Medical Imaging Technology Young Committee Chair
2024/07 - 現在 The Japanese Society of Medical Imaging Technology Director
2023/09 - 2024/12 2nd Symposium on Advanced Medical Imaging Technology for Young Investigators (SAMIT2024) General chair
2022/08 - 2023/09 Symposium on Advanced Medical Imaging Technology for Young Investigators (SAMIT2023) Committee member
2022/03 - 2022/07 The 25th Meeting on Image Recognition and Understanding (MIRU2022) Senior Evaluator

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Awards (3)：

2018/10 - The Japan Society of Computer Aided Surgery JSCAS Speech Award
2018/09 - The Japanese Society of Medical Imaging Technology JAMIT Encouragement Award
2018/05 - MI-ken Encouragement Award

Association Membership(s) (3)：

IEICE: The Institute of Electronics, Information and Communication EnIEICE: , JSCAS: The Japan Society of Computer Aided Surgery , JAMIT: The Japanese Society of Medical Imaging Technology

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