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2022年 †
学術論文 - Journal †
[22-J008] Masahiro Oda, Hayato Itoh, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol. 10, Issue 3, pp.266-273, (First online 21 December 2021) (2022/05) doi: 10.1080/21681163.2021.2012835
[22-J007] Hayato Itoh, Masashi Misawa, Yuichi Mori, Shin-ei Kudo, Masahiro Oda, Kensaku Mori, ``Positive-gradient-weighted object activation mapping: visual explanation of object detector towards precise colorectal-polyp localisation,'' International Journal of Computer Assisted Radiology and Surgery, Vol. 17, issue 11, pp. 2051-2063, (First online 8 August 2022)(2022/10) doi: 10.1007/s11548-022-02696-y
[22-J006] Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Takayasu Moriya, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori, ``SR-CycleGAN: super-resolution of clinical CT to micro-CT level with multi-modality super-resolution loss,'' Journal of Medical Imaging, Vol.9, No.2, pp.024003-1-28 (2022/04/05) doi: 10.1117/1.JMI.9.2.024003
[22-J005] Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Spatially variant biases considered self-supervised depth estimation based on laparoscopic videos,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol.10, No.3, pp.274-282, (First online 19 January 2022)(2022/05) doi: 10.1080/21681163.2021.2015723
[22-J004] Chen Shen, Holger R. Roth, Yuichiro Hayashi, Masahiro Oda, Tadaaki Miyamoto, Gen Sato, Kensaku Mori, ``A cascaded fully convolutional network framework for dilated pancreatic duct segmentation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, No.2, pp.343-354, (First online 24 December 2021) (2022/02) doi:10.1007/s11548-021-02530-x
[22-J003] Tao Hu, Masahiro Oda, Yuichiro Hayashi, Zhongyang Lu, Kanako K. Kumamaru, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori, ``Aorta-aware GAN for non-contrast to artery contrasted CT translation and its application to abdominal aortic aneurysm detection,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, No.1, pp.97-105, (First online 21 October 2021)(2022/01) doi:10.1007/s11548-021-02492-0
[22-J002] Misaki Ishiyama, Shin-ei Kudo, Masashi Misawa, Yuichi Mori, Yasuharu Maeda, Katsuro Ichimasa, Toyoki Kudo, Takemasa Hayashi, Kunihiko Wakamura, Hideyuki Miyachi, Fumio Ishida, Hayato Itoh, Masahiro Oda, Kensaku Mori, ``Impact of the clinical use of artificial intelligence-assisted neoplasia detection for colonoscopy: a large-scale prospective, propensity score-matched study (with video),'' Gastrointestinal Endoscopy, Vol.95, No.1, pp.155-163, (First online 2August 2021) (2022/01) doi.10.1016/j.gie.2021.07.022
[22-J001] Hayato Itoh, Masahiro Oda, Kai Jiang, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kenichiro Imai, Sayo Ito, Kinichi Hotta, Kensaku Mori, ``Uncertainty meets 3D-spatial feature in colonoscopic polyp-size determination,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol.10, No.3, pp.289-298, (First online 19 January 2022)(2022/05) doi: 10.1080/21681163.2021.2004445
学会誌（解説記事） †
[22-M005] 小田 昌宏, ``説明可能AIと不確実性解析による信頼されるAIの実現,'' Precision Medicine 2022年11月号, pp.26-29, (2022/10)
[22-M004] 小田 昌宏, ``医療AI開発におけるVision Transformerの可能性,'' インナービジョン, Vol.37, No.7, pp.28-31, (2022/07)
[22-M003] 森 健策, ``メゾスコピック領域の解剖学的構造解析を目指すミクロとマクロのCTの統合解析,'' Medical Imaging Technology, Vol.40, No.1, pp.20-25, (2022/01) doi:org/10.11409/mit.40.20
[22-M002] 森 健策, ``30年間の医用画像研究経験を振り返り未来を考える,'' 情報・システムソサイエティ誌, Vol.27, No.1, 通巻106号, (2022/05)
[22-M001] 森 健策, ``人工知能(AI)最新動向 学会発表を中心に(2)-Digital Poster発表を中心に, ''インナービジョン, Vol.37, No.2, pp.30-31, (2022/02)
社会貢献 †
招待講演-Invited lecture †
[22-IL014] 森 健策,``遠隔医療を支える画像・映像診断支援技術としての人工知能と機械学習,''第26回日本遠隔医療学会学術大会, 埼玉会館, (会期：2022/10/28-10/29)(2022/10/28)
[22-IL013] 伊東 隼人,``画像パターン認識とその応用 ―医工学という境界分野に飛び込んで―,'' 生体医工学シンポジウム2022, オンライン, (会期: 2022/9/10-9/11)(2022/9/10)
[22-IL012] 森 健策,``Potential of Glaucoma AI from the viewpoint of date scientist‘’データサイエンティストから見た緑内障AIの可能性,'' 第33回日本緑内障学会, パシフィコ横浜, (会期: 2022/9/16-9/18)(2022/9/16)
[22-IL011] 森 健策,``イメージングとその知的処理による診断治療支援, 第31回日本バイオイメージング学会学術集会, 第31回学術集会要旨集, Vol.31, No.2, pp.42, (会期:2022/9/3-9/5) (2022/9/3)
[22-IL010] 森 健策, ``AI for VR,'' 第21回日本VR医学会学術大会, 名古屋大学メディカルxRセンター, (2022/08/27)
[22-IL009] Kensaku Mori, ``AI-based endoscopic procedure – Current and Future,'' CVF/CVPR Medical Computer Vision Workshop, Online, (2022/6/19)
[22-IL008] Kensaku Mori,``The Way of Medical Care in the AI Era - A New Era of Medical Care through Coexistence with AI,'' 第63回日本神経学会学術大会, 東京国際フォーラム, (会期：2022/05/18-2022/05/21）(2022/05/18）
[22-IL007] 森 健策, ``AI診断における診療業務の効率化,''CPA EXPO, online, (2022/05/13)
[22-IL006] 森 健策,``AI新時代におけるあたらしい病理学の確立に向けて-情報学の立場から,'' 第111回日本病理学会総会, 神戸コンベンションセンター, (会期：2022/4/14-16）（2022/4/16）
[22-IL005] 森 健策,``AIと医療支援の最前線〜機械学習を用いた医用画像診断支援技術開発の現場から〜,''メディカルメッセ, online (会期：2022/3/10- 3/11）（2022/3/10）
[22-IL004] 森 健策,``情報学から見た胃がん診断治療におけるAI利活用の可能性,'' 第94回日本胃癌学会総会, パシフィコ横浜, online（会期：2022/3/2-3/4）（2022/3/3）
[22-IL003] Kensaku Mori, ``AI for Medical Imaging - Current status and future,'' 6th Taiwan-Japan Academic Research Organization Workshop, online, (2022/02/15)
[22-IL002] 森 健策,``AIとスパコンで医療はどう変わるのか？,'' 学士会 名古屋講演会, オンライン, (2022/02/04)
[22-IL001] 森 健策,``機械学習技術を用いたCOVID-19CT画像解析と画像データベース基盤,'' 第13回呼吸機能イメージング研究会学術集会, オンライン, (2022/1/22)
国際会議 - International Conference †
[22-I031] Chen Shen, Pochuan Wang, Dong Yang, Daguang Xu, Masahiro Oda, Po-Ting Chen, Kao-Lang Liu, Wei-Chin Liao, Chiou-Shann Fuh, Kensaku Mori , Weichung Wang, Holger R. Roth, ``Joint multi organ and tumor segmentation from partial labels using federated learning,'' Distributed, Collaborative and Federated Learning DeCaF 2022 in conjunction with MICCAI 2022, Resorts World Convention Centre Singapore, (2022/9/22: conference 2022/9/18-9/22)
[22-I030] Tao Hu, Hayato Itoh, Masahiro Oda, Yuichiro Hayashi, Zhongyang Lu, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kanako K. Kumamaru, Toshiaki Akashi, Kensaku Mori, ``Enhancing Model Generalization for Substantia Nigra Segmentation Using a Test-time Normalization-Based Method,'' 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022), LNCS13437,pp.736-744, Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I029] Wenda Li, Yuichiro Hayashi, Masahiro Oda, akayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Geometric Constraints for Self-supervised Monocular Depth Estimation on Laparoscopic Images with Dual-task Consistency,'' 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022), LNCS13434,pp.467-477, Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I028] Masahiro Oda, Hayato Itoh, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I029] Hayato Itoh, Tao Hu, Masahiro Oda, Shinji Saiki, Koji Kamagata, Nobutaka Hattori, Shigeki Aoki,Kensaku Mori, ``Pattern Analysis of Substantia Nigra in Parkinson Disease by Fifth-Order Tensor Decomposition and Multi-sequence MRI,'' 3rd International Workshop on Multiscale Multimodal Medical Imaging (MMMI 2022), in conjunction with 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I028] Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hayato Itto, Hirotoshi honma,Hirotsugu takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Anatomy Aware-based 2.5D Bronchoscope Tracking for Image-guided Bronchoscopic Navigation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I027] Kai Jiang, Masahiro Oda, Yuichiro Hayashi, Hironari Shiwaku, Masashi Misawad, Kensaku Mori, ``Esophagus Achalasia Diagnosis from Esophagoscopy Based on A Serial Multi-scale Network,'' Joint MICCAI workshop 2021, AE-AI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I026] Masahiro Oda, Kazuhiro Furukawa, Nassir Navab, Kensaku Mori, ``KST-Mixer: Kinematic Spatio-Temporal Data Mixer For Colon Shape Estimation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I025] Jie Qiu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kensaku Mori, ``Boundary-aware Feature and Prediction Refinement for Polyp Segmentation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I024] Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Kanane Sato, Yasuhiro Ishimaru, Nobuyuki Uozumi, Kensaku Mori, ``Edge-aware deep learning framework for automatic stomatal segmentation and phenotype measurement for microscopic image,'' Computer vision for microscopy image analysis (CVMI) CVPR2022, (2022/6/19)
[22-I023] Yunheng Wu, Masahiro Oda, Yuichiro Hayashi, Takanori Takebe, Shogo Nagata, Cheng Wang, Kensaku Mori, ``Blood Vessel Segmentation from Low-Contrast and Wide-Field Optical Microscopic Images of Cranial Window by Attention-Gate-Based Network,'' Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2022, pp. 1864-1873 (2022/6/19-6/20)
[20-I022] Y. Hayashi, K. Misawa, K. Mori, ``Laparoscopic image classification based on surgical areas in laparoscopic gastrectomy,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S57-58, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[20-I021] J. Mutaguchi, M. Oda, E. Kashiwagi, J. Inokuchi, K. Mori, M. Eto, ``Automatic Detection of Bladder Tumors in Narrow-Band Imaging Cystoscopic Images by tiny-YOLO.'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, p.S86, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I020] K. Jiang, H. Itoh, M. Oda, T. Okumura, Y. Mori, M. Misawa, T. Hayashi, S.-E. Kudo, K. Mori, ``Gaussian Affinity and GIoU-based Loss for Perforation Detection and Localization from Colonoscopy Videos,'' [CAD-LE-22-00102] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I019] H. Itoh, M. Misawa, Y. Mori, S.-E. Kudo, M. Oda, K. Mori, ``Positive-Gradient Weighted Object Activation Mapping: Analysis of Object Detector Towards Precise Colorectal-Polyp Localisation,'' [CAD-LE22-00082] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I018] H. Oda, Y. Hayashi, T. Kitasaka, A. Takimoto, A. Hinoki, H. Uchida, K. Suzuki, M. Oda, K. Mori, ``Intestinal obstruction point finding assistance based on intestinal luminal area segmentation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S116-117, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/8)
[22-I017] W. Li, Y. Hayashi, M. Oda, T. Kitasaka, K. Misawa, K. Mori, ``Attention Guided Self-supervised Monocular Depth Estimation Based on Joint Depth-pose Loss for Laparoscopic Images,'' [CAR-LE-22-00100] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/8)
[22-I016] T. Zheng, H. Oda, T. Hu, Y. Hayashi, S. Nakamura, M. Mori, H. Takabatake, H. Natori, M. Oda, K. Mori, ``2D+3D registration in deformation-adaptive super-resolution for medical images,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S105-106, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I015] T. Shiina, H. Oda, T. Zheng, S. Nakamura, Y. Hayashi, M. Oda, K. Mori, ``Extraction of respiratory bronchioles and alveolar ducts from micro-CT volumes with distance-based tubular structure filter,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S117-118, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I014] C. Wang, Y. Hayashi, M. Oda, T. Kitasaka, H. Takabatake, M. Mori, H. Honma, K. Mori, ``3D bronchus anatomical structure measurement on real bronchoscopic images based on depth images estimated by deep neural network,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S48-49, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I013] Z. Zheng, Y. Hayashi, M. Oda, T. Kitasaka, K. Mori, ``TriMix?: Semi-Supervised Medical Image Segmentation with Mixed-Perturbation-based Regularization,'' [CARLE-22-00103] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I012] J. Qiu, K. Mori, M. Oda, Y. Hayashi, ``Class-wise Confidence-aware Active Learning for Laparoscopic Images Segmentation,'' [CAR-LE22-00095] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I011] R. Zhu, M. Oda, T. Kitasaka, K. Misawa, M. Fujiwara, K. Mori, ``A Skeleton Context-Aware 3D Fully Convolutional Network for Abdominal Artery Segmentation,'' [CAR-LE22-00095] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I010] Masahiro Oda, Tong Zheng, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori, "Automated classification method of COVID-19 cases from chest CT volumes using 2D and 3D hybrid CNN for anisotropic volumes," Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp.1203309-1-9-7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2613317
[22-I009] Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Aitaro Takimoto, Akinari,Hinoki, Hiroo Uchida, Kojiro Suzuki, Masahiro Oda, Kensaku Mori, "Multiclass prediction for improving intestine segmentation on non-fecal-tagged CT volume," Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp.120331J-1-J8,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611441
[22-I008] Zhou Zheng, Masahiro Oda, Kazunari Misawa, Kensaku Mori, ``Taking full advantage of uncertainty estimation: an uncertainty-assisted two-stage pipeline for multi-organ segmentation,''Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp. 120333M-1-M-12;SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612535
[22-I007] Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hitotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori, Kensaku Mori, ``Bronchial orifice tracking-based branch level estimation for bronchoscopic navigation,'' Proc. SPIE 12034, Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling, pp.120340C-1-C-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21)doi: 10.1117/12.2612827
[22-I006] Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori ``Coarse-to-fine cascade framework for cross-modality super-resolution on clinical/micro CT dataset,''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120321T-1-T-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611311
[22-I005] Chen Shen, Holger R. Roth, Vishwesh Nath, Yuichiro Hayashi, Masahiro Oda, Kazunari Misawa, Kensaku Mori, ``Effective hyperparameter optimization with proxy data for multi-organ segmentation,'' Proc. SPIE 12032, Medical Imaging 2022: Image Processing,pp.120320T-1-T-7,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21 doi: 10.1117/12.2611422
[22-I004] Jie Qiu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Nobuyoshi Takeshita, Masaaki Ito, Kensaku Mori, ``Spatial label smoothing via aleatoric uncertainty for bleeding region segmentation from laparoscopic videos''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp. 120320U-1-U-7, ,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611672
[22-I003] Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Self-supervised depth estimation with uncertainty-weight joint loss function based on laparoscopic videos,'' Proc. SPIE 12034, Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling, pp.120342V-1-V7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612829
[22-I002] Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kensaku Mori, ``Substantia nigra analysis by tensor decomposition of T2-weighted images for Parkinson’s disease diagnosis,'' Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120323T-1-T-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612830
[22-I001] Tao Hu, Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kensaku Mori, ``Size-reweighted cascaded fully convolutional network for substantia nigra segmentation from T2 MRI,''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120323K-1-K-7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi:10.1117/12.2613298
研究会 - Workshop †
[22-W006] 呉 運恒, 小田 昌宏, 林 雄一郎, 武部 貴則, 森 健策, ``深層学習に基づくマウスのクラニアルウィンドウ画像における血管セグメンテーションの考察,'' 電子情報通信学会技術研究報告(MI), MI2021-84 vol.121, no.347, pp.174-179, オンライン (2022/1/27)
[22-W005] 森 健策, ``医用画像処理による人体構造の解析とその診断治療への応用 〜 30年間の医用画像研究経験を振り返り未来を考える 〜,'' 電子情報通信学会技術研究報告(MI), MI2021-74, vol.121, no.347, pp.127-132, オンライン (2022/1/27)
[22-W004] 岡崎 真治, 林 雄一郎, 小田 昌宏, 橋本 正弘, 陣崎 雅弘, 明石 敏昭, 青木 茂樹, 森 健策, ``胸部CT像からのCOVID-19に関連した所見文の自動生成の検討,'' 電子情報通信学会技術研究報告(MI), MI2021-57, vol.121, no.347, pp. 49-54, オンライン, (2022/1/26)
[22-W003] 伊東 隼人, 三澤 将史, 森 悠一, 工藤 進英, 小田 昌宏, 森 健策, ``高精度な大腸ポリープ検出に向けた物体検出モデルの解析,'' 電子情報通信学会技術研究報告(MI), MI2021-63, vol.121, no.347, pp. 6-81, オンライン, （2022/1/26）
[22-W002] 伊東 隼人, 潘 冬平, 小澤 卓也, 小田 昌宏, 竹下修由, 伊藤 雅昭, 森 健策, ``大規模腹腔鏡動画像データベース構築に向けたオンラインアノテーションツールの開発,'' 電子情報通信学会技術研究報告(MI), MI2021-65, vol.121, no.347, pp.86-87, オンライン, (2022/1/26)
[22-W001] 伊東 隼人, 小田 昌宏, 申 忱, 大竹 義人, 花岡 昇平, 諸岡 健一, 本谷 秀堅, 古川 亮, 増谷 佳孝, 森 健策, ``MICCAI 2021参加報告,'' 電子情報通信学会技術研究報告(MI),MI2021-67, vol.121, no.347,pp.89-99, オンライン, (2022/1/26)
学会全国大会 - Annual Meeting †
[22-A011] Yunheng WU, Masahiro ODA, Yuichiro HAYASHI, Takanori TAKEBE, Shogo NAGATA, Shuntaro KAWAMURA, Kensaku MORI,``Confocal Laser Scanning Microscope Image Super Resolution for Biomedical Research Based on Two-Stage Generative Adversarial Network,'' 第41回日本医用画像工学会大会予稿集,OP7-1, pp.138-139, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A010] Kai LIU, Masahiro ODA, Tong ZHENG, Yuichiro HAYASHI, Yoshito OTAKE, Masahiro HASHIMOTO, Toshiaki AKASHI, Shigeki AOKI, Kensaku MORI, ``Co-Training for Semi-Supervised CT Segmentation of COVID-19,''第41回日本医用画像工学会大会予稿集,OP4-5, pp.114-115, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A009] Zhongyang LU, Masahiro ODA,1, Yuichiro HAYASHI, Tao Hu, Hayato ITOH, Takeyuki WATADANI, Osamu ABE，Kensaku MORI, ``A Novel Centroid-attention based Hybrid Model for Subarachnoid Hemorrhage Classification on Imbalanced Data,'' 第41回日本医用画像工学会大会予稿集,OP3-5, pp.104-105, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22A-008] 伊東 隼人, 小田 昌宏, 斉木 臣二, 服部 信考, 鎌形 康司, 青木 茂樹, 森 健策, ``テンソル分解を用いた黒質緻密部の3 次元パターン表現に関する初期的検討,'' 第41回日本医用画像工学会大会予稿集,OP6-4, pp.124-125, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22-A007] 大野 真奈, 申 忱, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 森 健策, ``境界情報を考慮する損失関数を用いたFCN による腹部 CT 像からの臓器領域抽出に関する研究,'' 第41回日本医用画像工学会大会予稿集,OP4-1, pp.106-107, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A006] 出口 智也, 林 雄一郎, 北坂 孝幸, 小田 昌宏, 三澤 一成, 森 健策, ``GNN による血管名自動命名手法における臓器特徴の利用に関する検討,'' 第41回日本医用画像工学会大会予稿集,OP1-4, pp.90-91, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22-A005] 榎本 圭吾 ，林 雄一郎，北坂 孝幸，小田 昌宏, 三澤 一成, 森 健策, ``腹腔鏡映像からの血管領域自動抽出におけるDilated U‒Netの段数が 抽出精度に与える影響,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)-3, (2022/6/10)
[22-A004] 林 雄一郎, 辻 真治, 丘 杰, 小田 昌宏, 三澤 一成，森 健策, ``腹腔鏡下胃切除術支援のための腹腔鏡映像からの膵臓領域抽出の検討,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)‒4, (2022/6/10)
[22-A003] 深井 大輔，小田 紘久，椎名 健，林 雄一郎，鄭 通，中村 彰太， 小田 昌宏，森 健策, ``nnU‒Netによる肺マイクロCT像からの小葉間隔壁抽出,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)-6, (2022/6/10)
[22-A002] 森 健策, ``コンピュータ外科におけるAIとVisionのドッキング―知能と知覚の結合による新たなコンピュータ外科,'’日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2,(2022/6/10)
[22-A001]長谷川 寛, 北口 大地, 小島 成浩, 竹下 修由, 森 健策, 伊藤 雅昭, ``大腸外科領域における情報支援内視鏡外科手術システムの開発,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2,(2022/6/10)
学会支部大会 - Branch Meeting †
[22-B001] 遠田 涼* 学術論文 - Journal [#l8202341]
[22-J008] Masahiro Oda, Hayato Itoh, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol. 10, Issue 3, pp.266-273, (First online 21 December 2021) (2022/05) doi: 10.1080/21681163.2021.2012835
[22-J007] Hayato Itoh, Masashi Misawa, Yuichi Mori, Shin-ei Kudo, Masahiro Oda, Kensaku Mori, ``Positive-gradient-weighted object activation mapping: visual explanation of object detector towards precise colorectal-polyp localisation,'' International Journal of Computer Assisted Radiology and Surgery, Vol. 17, issue 11, pp. 2051-2063, (First online 8 August 2022)(2022/10) doi: 10.1007/s11548-022-02696-y
[22-J006] Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Takayasu Moriya, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori, ``SR-CycleGAN: super-resolution of clinical CT to micro-CT level with multi-modality super-resolution loss,'' Journal of Medical Imaging, Vol.9, No.2, pp.024003-1-28 (2022/04/05) doi: 10.1117/1.JMI.9.2.024003
[22-J005] Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Spatially variant biases considered self-supervised depth estimation based on laparoscopic videos,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol.10, No.3, pp.274-282, (First online 19 January 2022)(2022/05) doi: 10.1080/21681163.2021.2015723
[22-J004] Chen Shen, Holger R. Roth, Yuichiro Hayashi, Masahiro Oda, Tadaaki Miyamoto, Gen Sato, Kensaku Mori, ``A cascaded fully convolutional network framework for dilated pancreatic duct segmentation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, No.2, pp.343-354, (First online 24 December 2021) (2022/02) doi:10.1007/s11548-021-02530-x
[22-J003] Tao Hu, Masahiro Oda, Yuichiro Hayashi, Zhongyang Lu, Kanako K. Kumamaru, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori, ``Aorta-aware GAN for non-contrast to artery contrasted CT translation and its application to abdominal aortic aneurysm detection,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, No.1, pp.97-105, (First online 21 October 2021)(2022/01) doi:10.1007/s11548-021-02492-0
[22-J002] Misaki Ishiyama, Shin-ei Kudo, Masashi Misawa, Yuichi Mori, Yasuharu Maeda, Katsuro Ichimasa, Toyoki Kudo, Takemasa Hayashi, Kunihiko Wakamura, Hideyuki Miyachi, Fumio Ishida, Hayato Itoh, Masahiro Oda, Kensaku Mori, ``Impact of the clinical use of artificial intelligence-assisted neoplasia detection for colonoscopy: a large-scale prospective, propensity score-matched study (with video),'' Gastrointestinal Endoscopy, Vol.95, No.1, pp.155-163, (First online 2August 2021) (2022/01) doi.10.1016/j.gie.2021.07.022
[22-J001] Hayato Itoh, Masahiro Oda, Kai Jiang, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kenichiro Imai, Sayo Ito, Kinichi Hotta, Kensaku Mori, ``Uncertainty meets 3D-spatial feature in colonoscopic polyp-size determination,'' Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, Vol.10, No.3, pp.289-298, (First online 19 January 2022)(2022/05) doi: 10.1080/21681163.2021.2004445
学会誌（解説記事） †
[22-M005] 小田 昌宏, ``説明可能AIと不確実性解析による信頼されるAIの実現,'' Precision Medicine 2022年11月号, pp.26-29, (2022/10)
[22-M004] 小田 昌宏, ``医療AI開発におけるVision Transformerの可能性,'' インナービジョン, Vol.37, No.7, pp.28-31, (2022/07)
[22-M003] 森 健策, ``メゾスコピック領域の解剖学的構造解析を目指すミクロとマクロのCTの統合解析,'' Medical Imaging Technology, Vol.40, No.1, pp.20-25, (2022/01) doi:org/10.11409/mit.40.20
[22-M002] 森 健策, ``30年間の医用画像研究経験を振り返り未来を考える,'' 情報・システムソサイエティ誌, Vol.27, No.1, 通巻106号, (2022/05)
[22-M001] 森 健策, ``人工知能(AI)最新動向 学会発表を中心に(2)-Digital Poster発表を中心に, ''インナービジョン, Vol.37, No.2, pp.30-31, (2022/02)
社会貢献 †
招待講演-Invited lecture †
[22-IL014] 森 健策,``遠隔医療を支える画像・映像診断支援技術としての人工知能と機械学習,''第26回日本遠隔医療学会学術大会, 埼玉会館, (会期：2022/10/28-10/29)(2022/10/28)
[22-IL013] 伊東 隼人,``画像パターン認識とその応用 ―医工学という境界分野に飛び込んで―,'' 生体医工学シンポジウム2022, オンライン, (会期: 2022/9/10-9/11)(2022/9/10)
[22-IL012] 森 健策,``Potential of Glaucoma AI from the viewpoint of date scientist‘’データサイエンティストから見た緑内障AIの可能性,'' 第33回日本緑内障学会, パシフィコ横浜, (会期: 2022/9/16-9/18)(2022/9/16)
[22-IL011] 森 健策,``イメージングとその知的処理による診断治療支援, 第31回日本バイオイメージング学会学術集会, 第31回学術集会要旨集, Vol.31, No.2, pp.42, (会期:2022/9/3-9/5) (2022/9/3)
[22-IL010] 森 健策, ``AI for VR,'' 第21回日本VR医学会学術大会, 名古屋大学メディカルxRセンター, (2022/08/27)
[22-IL009] Kensaku Mori, ``AI-based endoscopic procedure – Current and Future,'' CVF/CVPR Medical Computer Vision Workshop, Online, (2022/6/19)
[22-IL008] Kensaku Mori,``The Way of Medical Care in the AI Era - A New Era of Medical Care through Coexistence with AI,'' 第63回日本神経学会学術大会, 東京国際フォーラム, (会期：2022/05/18-2022/05/21）(2022/05/18）
[22-IL007] 森 健策, ``AI診断における診療業務の効率化,''CPA EXPO, online, (2022/05/13)
[22-IL006] 森 健策,``AI新時代におけるあたらしい病理学の確立に向けて-情報学の立場から,'' 第111回日本病理学会総会, 神戸コンベンションセンター, (会期：2022/4/14-16）（2022/4/16）
[22-IL005] 森 健策,``AIと医療支援の最前線〜機械学習を用いた医用画像診断支援技術開発の現場から〜,''メディカルメッセ, online (会期：2022/3/10- 3/11）（2022/3/10）
[22-IL004] 森 健策,``情報学から見た胃がん診断治療におけるAI利活用の可能性,'' 第94回日本胃癌学会総会, パシフィコ横浜, online（会期：2022/3/2-3/4）（2022/3/3）
[22-IL003] Kensaku Mori, ``AI for Medical Imaging - Current status and future,'' 6th Taiwan-Japan Academic Research Organization Workshop, online, (2022/02/15)
[22-IL002] 森 健策,``AIとスパコンで医療はどう変わるのか？,'' 学士会 名古屋講演会, オンライン, (2022/02/04)
[22-IL001] 森 健策,``機械学習技術を用いたCOVID-19CT画像解析と画像データベース基盤,'' 第13回呼吸機能イメージング研究会学術集会, オンライン, (2022/1/22)
国際会議 - International Conference †
[22-I031] Chen Shen, Pochuan Wang, Dong Yang, Daguang Xu, Masahiro Oda, Po-Ting Chen, Kao-Lang Liu, Wei-Chin Liao, Chiou-Shann Fuh, Kensaku Mori , Weichung Wang, Holger R. Roth, ``Joint multi organ and tumor segmentation from partial labels using federated learning,'' Distributed, Collaborative and Federated Learning DeCaF 2022 in conjunction with MICCAI 2022, Resorts World Convention Centre Singapore, (2022/9/22: conference 2022/9/18-9/22)
[22-I030] Tao Hu, Hayato Itoh, Masahiro Oda, Yuichiro Hayashi, Zhongyang Lu, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kanako K. Kumamaru, Toshiaki Akashi, Kensaku Mori, ``Enhancing Model Generalization for Substantia Nigra Segmentation Using a Test-time Normalization-Based Method,'' 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022), LNCS13437,pp.736-744, Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I029] Wenda Li, Yuichiro Hayashi, Masahiro Oda, akayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Geometric Constraints for Self-supervised Monocular Depth Estimation on Laparoscopic Images with Dual-task Consistency,'' 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022), LNCS13434,pp.467-477, Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I028] Masahiro Oda, Hayato Itoh, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I029] Hayato Itoh, Tao Hu, Masahiro Oda, Shinji Saiki, Koji Kamagata, Nobutaka Hattori, Shigeki Aoki,Kensaku Mori, ``Pattern Analysis of Substantia Nigra in Parkinson Disease by Fifth-Order Tensor Decomposition and Multi-sequence MRI,'' 3rd International Workshop on Multiscale Multimodal Medical Imaging (MMMI 2022), in conjunction with 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/22 : conference 2022/9/18-9/22)
[22-I028] Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hayato Itto, Hirotoshi honma,Hirotsugu takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Anatomy Aware-based 2.5D Bronchoscope Tracking for Image-guided Bronchoscopic Navigation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I027] Kai Jiang, Masahiro Oda, Yuichiro Hayashi, Hironari Shiwaku, Masashi Misawad, Kensaku Mori, ``Esophagus Achalasia Diagnosis from Esophagoscopy Based on A Serial Multi-scale Network,'' Joint MICCAI workshop 2021, AE-AI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I026] Masahiro Oda, Kazuhiro Furukawa, Nassir Navab, Kensaku Mori, ``KST-Mixer: Kinematic Spatio-Temporal Data Mixer For Colon Shape Estimation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I025] Jie Qiu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kensaku Mori, ``Boundary-aware Feature and Prediction Refinement for Polyp Segmentation,'' Joint MICCAI workshop 2021, AE-CAI/CARE/OR2.0, 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022) Resorts World Convention Centre Singapore, (2022/9/18 : conference 2022/9/18-9/22)
[22-I024] Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Kanane Sato, Yasuhiro Ishimaru, Nobuyuki Uozumi, Kensaku Mori, ``Edge-aware deep learning framework for automatic stomatal segmentation and phenotype measurement for microscopic image,'' Computer vision for microscopy image analysis (CVMI) CVPR2022, (2022/6/19)
[22-I023] Yunheng Wu, Masahiro Oda, Yuichiro Hayashi, Takanori Takebe, Shogo Nagata, Cheng Wang, Kensaku Mori, ``Blood Vessel Segmentation from Low-Contrast and Wide-Field Optical Microscopic Images of Cranial Window by Attention-Gate-Based Network,'' Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2022, pp. 1864-1873 (2022/6/19-6/20)
[20-I022] Y. Hayashi, K. Misawa, K. Mori, ``Laparoscopic image classification based on surgical areas in laparoscopic gastrectomy,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S57-58, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[20-I021] J. Mutaguchi, M. Oda, E. Kashiwagi, J. Inokuchi, K. Mori, M. Eto, ``Automatic Detection of Bladder Tumors in Narrow-Band Imaging Cystoscopic Images by tiny-YOLO.'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, p.S86, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I020] K. Jiang, H. Itoh, M. Oda, T. Okumura, Y. Mori, M. Misawa, T. Hayashi, S.-E. Kudo, K. Mori, ``Gaussian Affinity and GIoU-based Loss for Perforation Detection and Localization from Colonoscopy Videos,'' [CAD-LE-22-00102] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I019] H. Itoh, M. Misawa, Y. Mori, S.-E. Kudo, M. Oda, K. Mori, ``Positive-Gradient Weighted Object Activation Mapping: Analysis of Object Detector Towards Precise Colorectal-Polyp Localisation,'' [CAD-LE22-00082] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/9)
[22-I018] H. Oda, Y. Hayashi, T. Kitasaka, A. Takimoto, A. Hinoki, H. Uchida, K. Suzuki, M. Oda, K. Mori, ``Intestinal obstruction point finding assistance based on intestinal luminal area segmentation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S116-117, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/8)
[22-I017] W. Li, Y. Hayashi, M. Oda, T. Kitasaka, K. Misawa, K. Mori, ``Attention Guided Self-supervised Monocular Depth Estimation Based on Joint Depth-pose Loss for Laparoscopic Images,'' [CAR-LE-22-00100] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/8)
[22-I016] T. Zheng, H. Oda, T. Hu, Y. Hayashi, S. Nakamura, M. Mori, H. Takabatake, H. Natori, M. Oda, K. Mori, ``2D+3D registration in deformation-adaptive super-resolution for medical images,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S105-106, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I015] T. Shiina, H. Oda, T. Zheng, S. Nakamura, Y. Hayashi, M. Oda, K. Mori, ``Extraction of respiratory bronchioles and alveolar ducts from micro-CT volumes with distance-based tubular structure filter,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S117-118, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I014] C. Wang, Y. Hayashi, M. Oda, T. Kitasaka, H. Takabatake, M. Mori, H. Honma, K. Mori, ``3D bronchus anatomical structure measurement on real bronchoscopic images based on depth images estimated by deep neural network,'' International Journal of Computer Assisted Radiology and Surgery, Vol.17, Sup.1, pp.S48-49, (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I013] Z. Zheng, Y. Hayashi, M. Oda, T. Kitasaka, K. Mori, ``TriMix?: Semi-Supervised Medical Image Segmentation with Mixed-Perturbation-based Regularization,'' [CARLE-22-00103] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I012] J. Qiu, K. Mori, M. Oda, Y. Hayashi, ``Class-wise Confidence-aware Active Learning for Laparoscopic Images Segmentation,'' [CAR-LE22-00095] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I011] R. Zhu, M. Oda, T. Kitasaka, K. Misawa, M. Fujiwara, K. Mori, ``A Skeleton Context-Aware 3D Fully Convolutional Network for Abdominal Artery Segmentation,'' [CAR-LE22-00095] (Computer Assisted Radiology and Surgery (CARS) 2022), June 7-11, 2022, Tokyo, Japan (2022/6/7)
[22-I010] Masahiro Oda, Tong Zheng, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori, "Automated classification method of COVID-19 cases from chest CT volumes using 2D and 3D hybrid CNN for anisotropic volumes," Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp.1203309-1-9-7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2613317
[22-I009] Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Aitaro Takimoto, Akinari,Hinoki, Hiroo Uchida, Kojiro Suzuki, Masahiro Oda, Kensaku Mori, "Multiclass prediction for improving intestine segmentation on non-fecal-tagged CT volume," Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp.120331J-1-J8,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611441
[22-I008] Zhou Zheng, Masahiro Oda, Kazunari Misawa, Kensaku Mori, ``Taking full advantage of uncertainty estimation: an uncertainty-assisted two-stage pipeline for multi-organ segmentation,''Proc. SPIE 12033, Medical Imaging 2022: Computer-Aided Diagnosis, pp. 120333M-1-M-12;SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612535
[22-I007] Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hitotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori, Kensaku Mori, ``Bronchial orifice tracking-based branch level estimation for bronchoscopic navigation,'' Proc. SPIE 12034, Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling, pp.120340C-1-C-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21)doi: 10.1117/12.2612827
[22-I006] Tong Zheng, Hirohisa Oda, Yuichiro Hayashi, Shota Nakamura, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Masahiro Oda, Kensaku Mori ``Coarse-to-fine cascade framework for cross-modality super-resolution on clinical/micro CT dataset,''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120321T-1-T-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611311
[22-I005] Chen Shen, Holger R. Roth, Vishwesh Nath, Yuichiro Hayashi, Masahiro Oda, Kazunari Misawa, Kensaku Mori, ``Effective hyperparameter optimization with proxy data for multi-organ segmentation,'' Proc. SPIE 12032, Medical Imaging 2022: Image Processing,pp.120320T-1-T-7,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21 doi: 10.1117/12.2611422
[22-I004] Jie Qiu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Nobuyoshi Takeshita, Masaaki Ito, Kensaku Mori, ``Spatial label smoothing via aleatoric uncertainty for bleeding region segmentation from laparoscopic videos''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp. 120320U-1-U-7, ,SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2611672
[22-I003] Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Self-supervised depth estimation with uncertainty-weight joint loss function based on laparoscopic videos,'' Proc. SPIE 12034, Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling, pp.120342V-1-V7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612829
[22-I002] Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kensaku Mori, ``Substantia nigra analysis by tensor decomposition of T2-weighted images for Parkinson’s disease diagnosis,'' Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120323T-1-T-6, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi: 10.1117/12.2612830
[22-I001] Tao Hu, Hayato Itoh, Masahiro Oda, Shinji Saiki, Nobutaka Hattori, Koji Kamagata, Shigeki Aoki, Kensaku Mori, ``Size-reweighted cascaded fully convolutional network for substantia nigra segmentation from T2 MRI,''Proc. SPIE 12032, Medical Imaging 2022: Image Processing, pp.120323K-1-K-7, SPIE Medical Imaging 2022 On Demand, 2022/03/21-2022/03/27 (2022/03/21) doi:10.1117/12.2613298
研究会 - Workshop †
[22-W006] 呉 運恒, 小田 昌宏, 林 雄一郎, 武部 貴則, 森 健策, ``深層学習に基づくマウスのクラニアルウィンドウ画像における血管セグメンテーションの考察,'' 電子情報通信学会技術研究報告(MI), MI2021-84 vol.121, no.347, pp.174-179, オンライン (2022/1/27)
[22-W005] 森 健策, ``医用画像処理による人体構造の解析とその診断治療への応用 〜 30年間の医用画像研究経験を振り返り未来を考える 〜,'' 電子情報通信学会技術研究報告(MI), MI2021-74, vol.121, no.347, pp.127-132, オンライン (2022/1/27)
[22-W004] 岡崎 真治, 林 雄一郎, 小田 昌宏, 橋本 正弘, 陣崎 雅弘, 明石 敏昭, 青木 茂樹, 森 健策, ``胸部CT像からのCOVID-19に関連した所見文の自動生成の検討,'' 電子情報通信学会技術研究報告(MI), MI2021-57, vol.121, no.347, pp. 49-54, オンライン, (2022/1/26)
[22-W003] 伊東 隼人, 三澤 将史, 森 悠一, 工藤 進英, 小田 昌宏, 森 健策, ``高精度な大腸ポリープ検出に向けた物体検出モデルの解析,'' 電子情報通信学会技術研究報告(MI), MI2021-63, vol.121, no.347, pp. 6-81, オンライン, （2022/1/26）
[22-W002] 伊東 隼人, 潘 冬平, 小澤 卓也, 小田 昌宏, 竹下修由, 伊藤 雅昭, 森 健策, ``大規模腹腔鏡動画像データベース構築に向けたオンラインアノテーションツールの開発,'' 電子情報通信学会技術研究報告(MI), MI2021-65, vol.121, no.347, pp.86-87, オンライン, (2022/1/26)
[22-W001] 伊東 隼人, 小田 昌宏, 申 忱, 大竹 義人, 花岡 昇平, 諸岡 健一, 本谷 秀堅, 古川 亮, 増谷 佳孝, 森 健策, ``MICCAI 2021参加報告,'' 電子情報通信学会技術研究報告(MI),MI2021-67, vol.121, no.347,pp.89-99, オンライン, (2022/1/26)
学会全国大会 - Annual Meeting †
[22-A011] Yunheng WU, Masahiro ODA, Yuichiro HAYASHI, Takanori TAKEBE, Shogo NAGATA, Shuntaro KAWAMURA, Kensaku MORI,``Confocal Laser Scanning Microscope Image Super Resolution for Biomedical Research Based on Two-Stage Generative Adversarial Network,'' 第41回日本医用画像工学会大会予稿集,OP7-1, pp.138-139, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A010] Kai LIU, Masahiro ODA, Tong ZHENG, Yuichiro HAYASHI, Yoshito OTAKE, Masahiro HASHIMOTO, Toshiaki AKASHI, Shigeki AOKI, Kensaku MORI, ``Co-Training for Semi-Supervised CT Segmentation of COVID-19,''第41回日本医用画像工学会大会予稿集,OP4-5, pp.114-115, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A009] Zhongyang LU, Masahiro ODA,1, Yuichiro HAYASHI, Tao Hu, Hayato ITOH, Takeyuki WATADANI, Osamu ABE，Kensaku MORI, ``A Novel Centroid-attention based Hybrid Model for Subarachnoid Hemorrhage Classification on Imbalanced Data,'' 第41回日本医用画像工学会大会予稿集,OP3-5, pp.104-105, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22A-008] 伊東 隼人, 小田 昌宏, 斉木 臣二, 服部 信考, 鎌形 康司, 青木 茂樹, 森 健策, ``テンソル分解を用いた黒質緻密部の3 次元パターン表現に関する初期的検討,'' 第41回日本医用画像工学会大会予稿集,OP6-4, pp.124-125, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22-A007] 大野 真奈, 申 忱, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 森 健策, ``境界情報を考慮する損失関数を用いたFCN による腹部 CT 像からの臓器領域抽出に関する研究,'' 第41回日本医用画像工学会大会予稿集,OP4-1, pp.106-107, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/30）
[22-A006] 出口 智也, 林 雄一郎, 北坂 孝幸, 小田 昌宏, 三澤 一成, 森 健策, ``GNN による血管名自動命名手法における臓器特徴の利用に関する検討,'' 第41回日本医用画像工学会大会予稿集,OP1-4, pp.90-91, 第41回日本医用画像工学会大会（JAMIT2022) 2022年7月29日-7月31日, 名古屋大学東山キャンパス豊田講堂 (7/29）
[22-A005] 榎本 圭吾 ，林 雄一郎，北坂 孝幸，小田 昌宏, 三澤 一成, 森 健策, ``腹腔鏡映像からの血管領域自動抽出におけるDilated U‒Netの段数が 抽出精度に与える影響,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)-3, (2022/6/10)
[22-A004] 林 雄一郎, 辻 真治, 丘 杰, 小田 昌宏, 三澤 一成，森 健策, ``腹腔鏡下胃切除術支援のための腹腔鏡映像からの膵臓領域抽出の検討,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)‒4, (2022/6/10)
[22-A003] 深井 大輔，小田 紘久，椎名 健，林 雄一郎，鄭 通，中村 彰太， 小田 昌宏，森 健策, ``nnU‒Netによる肺マイクロCT像からの小葉間隔壁抽出,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2, 22(5)-6, (2022/6/10)
[22-A002] 森 健策, ``コンピュータ外科におけるAIとVisionのドッキング―知能と知覚の結合による新たなコンピュータ外科,'’日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2,(2022/6/10)
[22-A001]長谷川 寛, 北口 大地, 小島 成浩, 竹下 修由, 森 健策, 伊藤 雅昭, ``大腸外科領域における情報支援内視鏡外科手術システムの開発,'' 日本コンピュータ外科学会誌 第31回日本コンピュータ外科学会大会特集号 (JSCAS2021 2022年6月9日(木)〜10日(金),虎ノ門ヒルズフォーラム, Vol.24, No.2,(2022/6/10)
学会支部大会 - Branch Meeting †
[22-B002] 宮�� 琳太郎, ``八分木構造および PBD 法によるハイポリ臓器モデルのリアルタイム変形シミュレーション,'' 日本生体医工学会東海支部大会, 株式会社スズケン本社, 名古屋市, (2022/10/29)
[22-B001] 遠田 涼, ``Vision transformer と CNN の混合モデルによる胸部 CT 画像の COVID-19 典型度分類,'' 日本生体医工学会東海支部大会, 株式会社スズケン本社, 名古屋市, (2022/10/29)
arXiv †
Book chapter †
[22-BC003] 小田昌宏, 伊東隼人, ``医療AIとディープラーニングシリーズ 内視鏡画像AI,'' オーム社, 実践編 Chapter19: AIによる内視鏡画像分類, pp.179-198, 978-4-274-22564-2, (2022/11)
[22-BC002] 森 健策, ``最先端ナノライフシステム研究,'' 機械学習に基づいた医用画像認識とその診断治療, 丸善プラネット, pp.94-102, (総221ページ), ISBN978-4-86345-520-7 (2022/03)
[22-BC001] Kensaku Mori, ``Multidisciplinary Comuputational Anatomy,'' Springer, ISBN 978-981-16-4324-8, pp.45-55, (総398ページ), 2022
特許 †
その他 - Others †
[22-PA001]森 健策 ``座談会：ラーニングアナリティクスがつくる未来の教育 教え方、学び方、大学の役割を変える,'' NII Today, No.94, pp.12-15, (2022/03)
Access †
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