Backup of Publication/2021(No. 38) - Mori Laboratory, Nagoya University

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2021年 †

学術論文 - Journal †

[21-J011] T. Hu, M. Oda, Y. Hayashi, Z. Lu, K. K. Kumamaru, T. Akashi, S. Aoki, K. 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, In press. (2021/09)

[21-J010] Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hirotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori , Kensaku Mori, ``Depth-based branching level estimation for bronchoscopic navigation,'' International Journal of Computer Assisted Radiology and Surgery, (First online 12 July 2021) (2021/08) doi.10.1007/s11548-021-02460-8

[21-J009] Hayato Itoh, Masahiro Oda, Kai Jiang, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kenichiro Imai, Sayo Ito, Kinichi Hotta, Kensaku Mori, ``Binary polyp-size classification based on deep-learned spatial information,'' International Journal of Computer Assisted Radiology and Surgery, In Press (First online 2 September 2021), doi: 10.1007/s11548-021-02477-z

[21-J008] Takaaki Sugino, Holger R. Roth, Mashiro Oda, Taichi Kin, Nobuhito Saito, Yoshikazu Nakajima, Kensaku Mori, "Performance improvement of weakly supervised fully convolutional networks by skip connections for brain structure segmentation," Medical Physics 2021,(First online 27 August 2021) doi.org/10.1002/mp.15192.

[21-J007] 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, (First online 2August 2021) doi.10.1016/j.gie.2021.07.022

[21-J006]　Hayato Itoh, Masahiro Oda, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kenichiro Imai, Sayo Ito, Kinichi Hotta, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori,Kensaku Mori, ``Unsupervised colonoscopic depth estimation by domain translations with a Lambertian-reflection keeping auxiliary task,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, pp.989–1001 (First online 17 May 2021),(2021/06) doi:10.1007/s11548-021-02398-x

[21-J005] Shin-ei Kudo, Katsuro Ichimasa, Benjamin Villard, Yuichi Mori, Masashi Misawa, Shoichi Saito, Kinichi Hotta, Yutaka Saito, Takahisa Matsuda, Kazutaka Yamada, Toshifumi Mitani, Kazuo Ohtsuka, Akiko Chino, Daisuke Ide, Kenichiro Imai, Yoshihiro Kishida, Keiko Nakamura, Yasumitsu Saiki, Masafumi Tanaka, Shu Hoteya, Satoshi Yamashita, Yusuke Kinugasa, Masayoshi Fukuda, Toyoki Kudo, Hideyuki Miyachi, Fumio Ishida, Hayato Itoh, Masahiro Oda, Kensaku Mori, ``Artificial Intelligence System to Determine Risk of T1 Colorectal Cancer Metastasis to Lymph Node,'' Gastroenterology, Vol.160, No.4, pp.1075-1084.e2, (2021/03) doi: 10.1053/j.gastro.2020.09.027

[21-J004] Masashi Misawa, Shin-ei Kudo, Yuichi Mori, Kinichi Hotta, Kazuo Ohtsuka, Takahisa Matsuda, Shoichi Saito, Toyoki Kudo, Toshiyuki Baba, Fumio Ishida, Hayato Itoh, Masahiro Oda, Kensaku Mori, ``Development of a computer-aided detection system forcolonoscopy and a publicly accessible large colonoscopy video database (with video),'' Gastrointestinal Endoscopy, Volume 93, Issue 4, pp.960-967 (2021/04) doi:10.1016/j.gie.2020.07.060

[21-J003] Takaaki Sugino, Yutaro Suzuki, Taichi Kin, Nobuhito Saito, Shinya Onogi, Toshihiro Kawase, Kensaku Mori, Yoshikazu Nakajima, ``Label cleaning and propagation for improved segmentation performance using fully convolutional networks,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, pp.349-361 (2021/03/03) doi:10.1007/s11548-021-02312-5

[21-J002] Hiroshi Tanaka, Tsuyoshi Igami, Yoshie Shimoyama, Tomoki Ebata, Yukihiro Yokoyama, Kensaku Mori, Masato Nagino, ``New method for the assessment of perineural invasion from perihilar cholangiocarcinoma,'' Surgery Today, Vol.51, No.2, pp.136-143 (2021/01)(First online: July 2020) doi:10.1007/s00595-020-02071-x

[21-J001] Sadayuki Ito, Kei Ando, Kazuyoshi Kobayashi, Hiroaki Nakashima Masahiro Oda, Masaaki Machino, Shunsuke Kanbara, Taro Inoue, Hidetoshi Yamaguchi, Hiroyuki Koshimizu, Kensaku Mori, Naoki Ishiguro, Shiro Imagama, ``Automated Detection of Spinal Schwannomas Utilizing Deep Learning Based on Object Detection from MRI'', Spine, Vol.46, No.2, pp95-100 (2021/01)(First online: 19 October 2020) doi: 10.1097/BRS.0000000000003749

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学会誌（解説記事） †

[21-M007] 森健策, ``泌尿器科領域における画像処理,'' 泌尿器科, Vol.14, No.2, pp.213-220, (2021/08)

[21-M006] 竹下修由, 森健策, 伊藤正昭, ``AIによる内視鏡外科手術支援と開発基盤としての手術動画データベース構築,'' 消化器外科, Vol.44, No.7, pp.1159-1166, (2021/06)

[21-M005] 森健策, ``機械学習によるCOVID-19症例CT画像の診断支援,'' 映像情報メディア学会誌, Vol.75, No.3, pp.326-329, (2021/05)

[21-M004] 小田昌宏, 森健策, ``CT画像XAI技術で「新型コロナウィルス肺炎」を85%精度で識別,'' C-press, Vol.120, pp.5-6 (2021/02)

[21-M003] 小田昌宏, 鄭通, 林雄一郎, 森健策, ``COVID-19診断支援AI開発における名古屋大学の取り組み,'' Medical Imaging Technology, Vol.39, No.1, pp.13-19 (2021/02)

[21-M002] 森健策, ``人工知能（AI）最新動向　AI研究から見たRSNA-AIの広がりを感じる大会,'' インナービジョン, Vol.36, NO.2, pp.25-26, (2021/02)

[21-M001] 小田昌宏,``医療支援AIの現状と情報横断型AIへの期待,'' 日本整形外科学会雑誌, Vol.95, No.1, pp.3-8, (2021/01)

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社会貢献 †

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招待講演-Invited lecture †

[21-IL012] 伊東隼人,``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」(online), (2021/07/29)

[21-IL011] 森健策, ``3Dプリンターの基礎と医療への応用-AIと3Dプリンティング,'' 第57回日本小児循環器学会総会・学術集会(online), 2021/7/9, (2021/7/9-7/11)

[21-IL010] 森健策, ``機械学習を利用した医用画像認識理解による医療支援,'' 3次元画像コンファレンス2021(online), (2021/07/02)

[21-IL009] 小田昌宏, ``深層学習を用いた医用画像処理と画像を超えた応用,'' 第60回日本生体医工学会大会, オーガナイズドセッション「生体画像と医用人工知能の最先端とその応用」, (online), 2021/6/17, (2021/6/15-6/17)

[21-IL008] 森健策,``医用画像AIとその社会実装 – AI搭載医療機器実現と社会実装における諸課題, 第3回日本メディカルAI学会学術集会, 2021/6/12, (2021/6/11-6/12)

[21-IL007] 森健策, ``AIに基づいたCOVID-19肺炎CT画像の解析手法,'' 第80回日本医学放射線学会総会, パシフィコ横浜, 2021/4/16, (2021/4/15-4/18)

[21-IL006] Kensaku Mori, ``Future of AI-assisted endoscopic procedure,'' MICAD2021, The 2nd International Conference on Medical Imaging and Computer-Aided Diagnosis (Conference:March 25-26, 2021)(2021/03/26)

[21-IL005] 森健策, ``人工知能による医療支援 -未来医療に向けて,'' 第126回日本解剖学会, 第98回日本生理学学会大会, (2021/03/30) (2021/3/28-30)

[21-IL004] 森健策, ``COVID-19とLMS - 大学教育の大幅な変化を経験して,'' 情報処理学会第83回全国大会, オンライン開催, (2021/3/19) (2021/3/18-3/20)

[21-IL003] 小田昌宏,``AIによる画像解析の基礎と眼科画像解析への応用,'' 第85回筑波TOC・第23回茨城県眼科医会フォーラム (online), (2021/02/24)

[21-IL002] 森健策,``スーパーコンピュータを活用した新たなイノベーションの創出,'' 富士通エグゼクティブフォーラムin 中部, (online), (2021/02/03)

[21-IL001] 森健策, ``大腸ポリープ画像診断ソフトウェアEndobrain 開発に至る基礎研究の経過- 画像処理研究の立場から,'' 第3 回ビッグデータ・AI 研究会 (online), (2021/1/24)

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国際会議 - International Conference †

[21-I022] Y. Hayashi, T. Igami, Y. Nakamura, K. Mori, ``Three-dimensional surgical plan printing for assisting liver surgery,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S104-106, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)

[21-I021] W. Li, Y. Hayashi, M. Oda, T. Kitasaka, K. Misawa, K. Mori, ``Spatial Information Considered Module based on Attention Mechanism for Self-Supervised Depth Estimation from Laparoscopic Image Pairs,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S45-46, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/23)

[21-I020] S. Li, Y. Hayashi, M. Oda, K. Misawa, K. Mori, ``Real-time deformation simulation of hollow organs based on XPBD with small time steps and air mesh for surgical simulation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S46-47, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/23)

[21-I019] H. Oda, Y. Hayashi, T. Kitasaka, Y. Tamada, A. Takimoto, A. Hinoki, H. Uchida, K. Suzuki, H. Itoh, M. Oda, K. Mori, ``Intestine segmentation combining Watershed transformation and machine learning-based distance map estimation,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, sup.1, pp.S89-90, Computer Assisted Radiology and Surgery (CARS) 2021, June 21-25, 2021, Munich, Germany (online conference)(2021/06/24)

[21-I018] K. Mori, S. Morimitsu, S. Yamamoto, T. Ozawa, T. Kitasaka, Y. Hayashi, M. Oda, M. Ito, N. Takeshita, K. Misawa, ``Blood vessel regions segmentation from laparoscopic videos using fully convolutional networks with multi field of view input,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S56-57, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference) (2021/06/23)

[21-I017] H. Itoh, M. Oda, K. Jiang, Y. Mori, M. Misawa, S.- E. Kudo, K. Imai, S. Ito, K. Hotta, K. Mori, ``Binary Polyp-Size Classification based on Deep-Learning Estimation of Spatial Information,'' (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/22)

[21-I016] K. Jiang, H. Itoh, M. Oda, T. Okumura, Y. Mori, M. Misawa, T. Hayashi, S. E. Kudo, K. Mori, ``Experimental evaluation of loss functions in YOLO-v3 training for the perforation detection and localization in colonoscopic videos,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S74-75, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/22)

[21-I015] T. Hu, M. Oda, Y. Hayashi, Z. Lu, K. K. Kumamaru, T. Akashi, S. Aoki, K. Mori, ``Aorta-aware GAN for non-contrast to artery contrasted CT translation and its application to abdominal aortic aneurysm detection,'' (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference) (2021/06/22)

[21-I014] Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hirotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori , Kensaku Mori, ``Depth-based branching level estimation for bronchoscopic navigation,'' International Journal of Computer Assisted Radiology and Surgery, (Computer Assisted Radiology and Surgery (CARS) 2021) June 21-25, 2021, Munich, Germany (online conference)(2021/06/21)

[21-I013] M. Oda, Y. Hayashi, Y. Otake, M. Hashimoto, T. Akashi, K. Mori, ``COVID-19 lung infection and normal region segmentation from CT volumes using FCN with local and global spatial feature encoder,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S19-20, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/21)

[21-I012] C. Shen, H. R. Roth, Y. Hayashi, M. Oda, T. Miyamoto, G. Sato, K. Mori, ``A cascaded fully convolutional network framework for dilated pancreatic duct segmentation,'' (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference) (2021/06/21)

[21-I011] T. Zheng, H. Oda, S. Nakamura, M. Mori, H. Takabatake, H. Natori, M. Oda, K. Mori, ``Micro-CT-assisted cross-modality super-resolution of clinical CT: utilization of synthesized training dataset,'' International Journal of Computer Assisted Radiology and Surgery, Vol.16, Sup.1, pp.S12-14, (Computer Assisted Radiology and Surgery (CARS) 2021), June 21-25, 2021, Munich, Germany (online conference)(2021/06/21)

[21-I010] Zhongyang Lu, Masahiro Oda, Yuichiro Hayashi, Tao Hu, Hayato Itoh, Takeyuki Watadani, Osamu Abe, Masahiro Hashimoto, Masahiro Jinzaki, Kensaku Mori, ``Extremely imbalanced subarachnoid hemorrhage detection based on enseNet-LSTM network with class-balanced loss and transfer learning,'' Proceedings Volume 11597, Medical Imaging 2021: Computer-Aided Diagnosis; 115971Z, Online Only (2021/2/15, Conference: 2021/2/15-19)doi.org/10.1117/12.2582088

[21-I009] Hayato Itoh, Masahiro Oda, Yuichi Mori, Masashi Misawa, Shin-ei Kudo, Kinnichi Hotta, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori, ``Single-shot three-dimensional reconstruction for colonoscopic image analysis,'' Proc. SPIE 11598, Medical Imaging 2021: Image-Guided Procedures, Robotic Interventions, and Modeling, 115980E-1-6, Online Only (2021/2/15, Conference: 2021/2/15-19) doi:10.1117/12.2582660

[21-I008] Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hirotsugu Takabatake, Masaki Mori, Hirotoshi Honma, Hiroshi Natori, Kensaku Mori, ``Bronchial orifice segmentation on bronchoscopic video frames based on generative adversarial depth estimation,'' Proc. SPIE 11598, Medical Imaging 2021: Image-Guided Procedures, Robotic Interventions, and Modeling, 115980N-1-7, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2582341

[21-I007] Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Yudai Tamada, Aitaro Takimoto, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Hayato Itoh, Masahiro Oda, Kensaku Mori, ``Intestinal region reconstruction of ileus cases from 3D CT images based on graphical representation and its visualization,'' Proc.SPIE 11597, Medical Imaging 2021: Computer-Aided Diagnosis, 115971N-1-8, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2581261

[21-I006] Masahiro Oda, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Kensaku Mori, ``Lung infection and normal region segmentation from CT volumes of COVID-19 cases,'' Proc. SPIE 11597, Medical Imaging 2021: Computer-Aided Diagnosis, 115972X-1-6, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2582066

[21-I005] Yuichiro Hayashi, Masahiro Oda, Chen Shen, Masahiro Hashimoto, Yoshito Otake, Toshiaki Akashi, Kensaku Mori, ``Extraction of lung and lesion regions from COVID-19 CT volumes using 3D fully convolutional networks,'' Proc.SPIE 11597, Medical Imaging 2021: Computer-Aided Diagnosis, 115972A-1-6, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2581818

[21-I004] Kai Jiang, Hayato Itoh, Masahiro Oda, Taishi Okumura, Yuichi Mori, Masashi Misawa, Takemasa Hayashi, Shin-Ei Kudo, Kensaku Mori, ``Dense-layerbased YOLO-v3 for detection and localization of colon perforations," Proc.SPIE 11597, Medical Imaging 2021: Computer-Aided Diagnosis, 115971A-1-6, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2582300

[21-I003] Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, ``Context encoder guided self-supervised siamese depth estimation based on stereo laparoscopic images,'' Proc. SPIE 11598, Medical Imaging 2021: Image-Guided Procedures, Robotic Interventions, and Modeling, 115980C-1-6,Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2582348

[21-I002] Tong Zheng, Masahiro Oda, Chenglong Wang, Takayasu Moriya, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Kensaku Mori ``Unsupervised segmentation of COVID-19 infected lung clinical CT volumes using image inpainting and representation learning,'' Proc. SPIE 11596, Medical Imaging, 2021: Image Processing, 115963F-1-6, Online Only (2021/2/15, Conference: 2021/2/15-19) doi: 10.1117/12.2580641

[21-I001] Chen Shen, Yuichiro Hayashi, Masahiro Oda, Kazunari Misawa and Kensaku Mori, ``Unpaired Medical Image Translation between Portal-venous Phase and Non-contrast CT Volumes for Multi-organ Segmentation,'' IFMIA 2021 (online), (conference 2021/1/24-26), (2021/1/26)

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研究会 - Workshop †

[21-W006] 椎名健, 小田紘久, 鄭通, 中村彰太, 小田昌宏, 森健策, ``Watershedを用いた肺マイクロCT像からの肺胞セグメンテーション,'' 電子情報通信学会技術研究報告(MI), MI2021-3, vol. 121, no. 21, pp. 9-10, オンライン（2021/5/17)

[21-W005] 趙武楊, 申忱, 小田昌宏, 林雄一郎, 東田直樹, 橋本正弘, 陣崎雅弘, 森健策, ``深層学習に基づく腎癌領域の自動抽出手法の検討,'' 電子情報通信学会技術研究報告(MI), MI2021-2, vol. 121, no. 21, pp. 3-8, オンライン（2021/5/17）

[21-W004] 斉藤篤, 小田昌宏, 大竹義人, 花岡昇平, 諸岡健一, 宮内翔子, 増谷佳孝, 申忱, 森健策, ``MICCAI 2020参加報告,'' 電子情報通信学会技術研究報告(MI), MI2020-92, Vol.120, No.431, pp.191-197, (2021/03/17)

[21-W003] 山本翔太, 林雄一郎, 盛満慎太郎, 北坂孝幸, 小田昌宏, 竹下修由, 伊藤雅昭, 森健策, ``カスケードCNNによる腹腔鏡動画からの出血領域自動抽出,'' 電子情報通信学会技術研究報告(MI), MI2020-88, Vol.120, No.431, MI2020-88, pp. 172-175, (2021/03/17)

[21-W002] 日比裕太, 林雄一郎, 北坂孝幸, 伊東隼人, 小田昌宏, 三澤一成, 森健策, ``Spectral-based Convolutional Graph Neural Networksを用いた腹部動脈領域の血管名自動命名に関する研究,'' 電子情報通信学会技術研究報告(MI), MI2020-89, Vol.120, no.431, pp.176-181 (2021/03/17)

[21-W001] 加藤聡太, 堀田一弘, 小田昌宏, 森健策, 大竹義人, 橋本正弘, 明石敏昭, ``Contrastive Learningを用いた肺野CT画像からCOVID-19の自動判定,'' 電子情報通信学会技術研究報告(MI), MI2020-66, Vol.120, No.431, pp.82-86, (2021/03/16)

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Book chapter †

[21-BC002] 森健策,``AI・ナノ・量子による超高感度・迅速バイオセンシング-超早期パンデミック検査・超早期診断・POCTから健康長寿社会へ-,'' シーエムシー出版, 機械学習とその医療支援応用, pp.64-75,（244頁）, ISBN978-4-7813-1609-3 (2021/08）

[21-BC001] 森健策, ``新・医用放射線科学講座　医用画像情報工学,'' 医歯薬出版株式会社, 3Dプリンティング技術の医療応用, pp.134-139,（240頁）ISBN978-4-263-20648-5 (2021/01)

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特許 †

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その他 - Others †

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Access †

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Backup of Publication/2021 (No. 38)