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Anatomical structure-driven endoscopic surgery assistance – toward contents-based surgical navigation

Research Project

Project/Area Number 17H00867
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical systems
Research InstitutionNagoya University

Principal Investigator

Mori Kensaku  名古屋大学, 情報学研究科, 教授 (10293664)

Co-Investigator(Kenkyū-buntansha) 北坂 孝幸  愛知工業大学, 情報科学部, 教授 (00362294)
小田 昌宏  名古屋大学, 情報学研究科, 助教 (30554810)
三澤 一成  愛知県がんセンター(研究所), 分子腫瘍学分野, 研究員 (70538438)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥42,380,000 (Direct Cost: ¥32,600,000、Indirect Cost: ¥9,780,000)
Fiscal Year 2020: ¥10,660,000 (Direct Cost: ¥8,200,000、Indirect Cost: ¥2,460,000)
Fiscal Year 2019: ¥13,390,000 (Direct Cost: ¥10,300,000、Indirect Cost: ¥3,090,000)
Fiscal Year 2018: ¥10,920,000 (Direct Cost: ¥8,400,000、Indirect Cost: ¥2,520,000)
Fiscal Year 2017: ¥7,410,000 (Direct Cost: ¥5,700,000、Indirect Cost: ¥1,710,000)
Keywordsコンピュータ外科 / 画像処理 / 知能ロボティクス / 医用画像 / 手術ナビゲーション / 画像理解 / 知能ロボティックス
Outline of Final Research Achievements

The purpose of this study is to develop an anatomical structure-driven endoscopic surgery navigation method and its application to diagnosis and treatment. In this study, we proposed a novel framework for endoscopic surgical navigation called anatomical structure-driven assistance. In this study, we developed several methods for recognizing anatomical structures and names from pre-operative CT images and endoscopic images. Furthermore, we implemented a surgical navigation system controlled by anatomical structure recognition. We developed methods for anatomical names and implemented a surgical navigation system based on surgical scene recognition using anatomical names. Such navigation systems are evaluated by a surgeon.

Academic Significance and Societal Importance of the Research Achievements

我が国において、胃がんはがんによる死因の第2位であり、男性では肺がん、女性では大腸がんについで大きな死亡率となっている。このようながんの手術では内視鏡手術が主流となっている。本研究課題は、内視鏡手術ナビゲーションにおける解剖構造ドリブン手法の導入し、CT画像や内視鏡映像中の解剖学的構造を的確に把握することで、安全安心に内視鏡手術を行うことができるナビゲーションシステムの開発を進めてきた。これによってがん治療などへと貢献することができる。

Report

(5 results)
  • 2022 Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (221 results)

All 2023 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (32 results) (of which Int'l Joint Research: 13 results,  Peer Reviewed: 20 results,  Open Access: 4 results,  Acknowledgement Compliant: 3 results) Presentation (182 results) (of which Int'l Joint Research: 64 results,  Invited: 48 results) Book (5 results)

  • [Int'l Joint Research] Imperial College London/King's College London/University College London(英国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Technical University of Munchen(ドイツ)

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Esophagus Achalasia Diagnosis from Esophagoscopy Based on a Serial Multi-scale Network2023

    • Author(s)
      Kai Jiang, Masahiro Oda, Yuichiro Hayashi, Hironari Shiwaku, Masashi Misawa, Kensaku Mori
    • Journal Title

      Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization

      Volume: - Issue: 4 Pages: 1271-1280

    • DOI

      10.1080/21681163.2022.2159534

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 医用画像とAI2023

    • Author(s)
      森 健策
    • Journal Title

      カレントテラピー

      Volume: 41 Pages: 79-79

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Database-driven patient-specific registration error compensation method for image-guided laparoscopic surgery2022

    • Author(s)
      Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 18 Issue: 1 Pages: 63-69

    • DOI

      10.1007/s11548-022-02804-y

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spatially variant biases considered self-supervised depth estimation based on laparoscopic videos2022

    • Author(s)
      Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori
    • Journal Title

      Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization

      Volume: 10 Issue: 3 Pages: 274-282

    • DOI

      10.1080/21681163.2021.2015723

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Uncertainty meets 3D-spatial feature in colonoscopic polyp-size determination2022

    • Author(s)
      Hayato Itoh, Masahiro Oda, Kai Jiang, Yuichi Mori, Masashi Misawa, Shin-Ei Kudo, Kenichiro Imai, Sayo Ito, Kinichi Hotta, Kensaku Mori
    • Journal Title

      Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization

      Volume: 10 Issue: 3 Pages: 289-298

    • DOI

      10.1080/21681163.2021.2004445

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Depth Estimation from Single-shot Monocular Endoscope Image Using Image Domain Adaptation And Edge-Aware Depth Estimation2021

    • Author(s)
      Masahiro Oda, Hayato Itoh, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Journal Title

      Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization

      Volume: 10 Issue: 3 Pages: 266-273

    • DOI

      10.1080/21681163.2021.2012835

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Tensor-cut: A tensor-based graph-cut blood vessel segmentation method and its application to renal artery segmentation2020

    • Author(s)
      Chenglon Wang, Masahiro Oda, Yuichiro Hayashi, Yasushi Yoshino, Tokunori Yamamoto, Alejandro F.Frangi, Kensaku Mori
    • Journal Title

      Medical Image Analysis

      Volume: 60 Pages: 101623-101623

    • DOI

      10.1016/j.media.2019.101623

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 3Dプリンティングの最新動向2020

    • Author(s)
      森 健策
    • Journal Title

      インナービジョン

      Volume: 35 Pages: 36-37

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Abdominal artery segmentation method from CT volumes using fully convolutional neural network2019

    • Author(s)
      Masahiro Oda, Holger R. Roth, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Kensaku Mori
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 14 Issue: 12 Pages: 2069-2081

    • DOI

      10.1007/s11548-019-02062-5

    • NAID

      120006821464

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Precise estimation of renal vascular dominant regions using spatially aware fully convolutional networks, tensor-cut and Voronoi diagrams2019

    • Author(s)
      Chenglong Wang, Holger R. Roth, Takayuki Kitasaka, Masahiro Oda, Yuichiro Hayashi, Yasushi Yoshino, Tokunori Yamamoto, Naoto Sassa, Momokazu Goto, Kensaku Mori
    • Journal Title

      Computerized Medical Imaging and Graphics

      Volume: 77 Pages: 1-13

    • DOI

      10.1016/j.compmedimag.2019.101642

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Realistic Endoscopic Image Generation Method Using Virtual-to-real Image-domain Translation2019

    • Author(s)
      Masahiro Oda, Kiyohito Tanaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Journal Title

      Healthcare Technology Letters

      Volume: 6 Issue: 6 Pages: 214-219

    • DOI

      10.1049/htl.2019.0071

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Stable polyp-scene classification via subsampling and residual learning from an imbalanced large dataset2019

    • Author(s)
      Itoh Hayato、Roth Holger、Oda Masahiro、Misawa Masashi、Mori Yuichi、Kudo Shin-Ei、Mori Kensaku
    • Journal Title

      Healthcare Technology Letters

      Volume: 6 Issue: 6 Pages: 237-242

    • DOI

      10.1049/htl.2019.0079

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Artificial intelligence and upper gastrointestinal endoscopy: Current status and future perspective.2019

    • Author(s)
      Mori Y, Kudo SE, Mohmed HEN, Misawa M, Ogata N, Itoh H, Oda M, Mori K
    • Journal Title

      Dig Endosc.

      Volume: epub ahead of print Issue: 4 Pages: 378-388

    • DOI

      10.1111/den.13317

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 人工知能時代の医療を考える2019

    • Author(s)
      森 健策
    • Journal Title

      AI×医療

      Volume: 181 Pages: 6-8

    • Related Report
      2019 Annual Research Report
  • [Journal Article] ディープラーニング実践の環境構築2019

    • Author(s)
      小田 昌宏
    • Journal Title

      臨床画像

      Volume: 35 Pages: 1120-1128

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 胸部領域AIの歴史と今後-歴史的研究を振り返りながら今後を展望する-2019

    • Author(s)
      森 健策
    • Journal Title

      臨床画像

      Volume: 35 Pages: 1139-1149

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 深層学習を用いた医用画像処理研究の最前線2019

    • Author(s)
      小田 昌宏
    • Journal Title

      画像通信

      Volume: 42 Pages: 1139-1149

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 内視鏡検査手術における超音波画像の利用-マルチモダリティ画像統合-2019

    • Author(s)
      森 健策
    • Journal Title

      計測と制御

      Volume: 58 Pages: 541-544

    • NAID

      130007678441

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 大腸内視鏡(コロノスコピー)画像診断支援ソフトウェアの開発2019

    • Author(s)
      森 健策
    • Journal Title

      インナービジョン

      Volume: 34 Pages: 45-45

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Development of Colonoscope Tracking Method using Recurrent Neural Network for Colonoscopic Examination Navigation2018

    • Author(s)
      小田昌宏, Holger R. Roth, 北坂孝幸, 古川和宏, 宮原良二, 廣岡芳樹, Nassir Navab, 森健策
    • Journal Title

      Transactions of the Virtual Reality Society of Japan

      Volume: 23 Issue: 4 Pages: 249-252

    • DOI

      10.18974/tvrsj.23.4_249

    • NAID

      130007599217

    • ISSN
      1344-011X, 2423-9593
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Advanced Endoscopic Navigation: Surgical Big Data, Methodology, and Applications2018

    • Author(s)
      Xiongbao Luo, Kensaku Mori, Terry Peters
    • Journal Title

      Annual review of biomedical engineering

      Volume: 20 Issue: 1 Pages: 221-251

    • DOI

      10.1146/annurev-bioeng-062117-120917

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Application of three-dimensional print in minor hepatectomy following liver partition between anterior and posterior sectors2018

    • Author(s)
      Tsuyoshi Igami, Yoshihiko Nakamura, Masahiro Oda, Hiroshi Tanaka, Motoi Nojiri, Tomoki Ebata, Yukihiro Yokoyama, Gen Sugawara, Takashi Mizuno, Junpei Yamaguchi, Kensaku Mori, Masato Nagino
    • Journal Title

      ANZ Journal of Surgery

      Volume: 88 Issue: 9 Pages: 882-885

    • DOI

      10.1111/ans.14331

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] DRINet for Medical Image Segmentation2018

    • Author(s)
      Liang Chen, Paul Bentley, Kensaku Mori, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert?
    • Journal Title

      IEEE Transaction on Medical Imaging

      Volume: 37 Issue: 11 Pages: 2453-2462

    • DOI

      10.1109/tmi.2018.2835303

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An application of cascaded 3D fully convolutional networks for medical image segmentation2018

    • Author(s)
      Holger R. Roth, Hirohisa Oda, Xiangrong Zhou, Natsuki Shimizu, Ying Yang, Yuichiro Hayashi, Masahiro Oda, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori
    • Journal Title

      Computerized Medical Imaging and Graphics

      Volume: 66 Pages: 90-99

    • DOI

      10.1016/j.compmedimag.2018.03.001

    • NAID

      120006522658

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 3Dプリンタの最新動向2018

    • Author(s)
      森 健策
    • Journal Title

      インナービジョン

      Volume: 33 Pages: 35-36

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 術前術中後診断治療支援2018

    • Author(s)
      森 健策
    • Journal Title

      細胞

      Volume: 50 Pages: 14-18

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Automated mediastinal lymph node detection from CT volumes based on intensity targeted radial structure tensor analysis2017

    • Author(s)
      Hirohisa Oda, Kanwal K. Bhatia, Masahiro Oda, Takayuki Kitasaka, Shingo Iwano, Hirotoshi Homma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Julia A. Schnabel, Kensaku Mori
    • Journal Title

      Journal of Medical Imaging

      Volume: 4 Issue: 04 Pages: 044502-044502

    • DOI

      10.1117/1.jmi.4.4.044502

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multi-atlas pancreas segmentation: Atlas selection based on vessel structure2017

    • Author(s)
      Kenichi Karasawa, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Chengwen Chu, Guoyan Zheng, Daniel Rueckert, Kensaku Mori
    • Journal Title

      Medical Image Analysis

      Volume: 印刷中 Pages: 18-28

    • DOI

      10.1016/j.media.2017.03.006

    • NAID

      120006343679

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Automatic anatomical labeling of arteries and veins using conditional random fields2017

    • Author(s)
      Takayuki Kitasaka, Mitsuru Kagajo, Yukitaka Nimura, Yuichiro Hayashi, Masahiro Oda, Kazunari Misawa, Kensaku Mori
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 印刷中 Issue: 6 Pages: 1041-1048

    • DOI

      10.1007/s11548-017-1549-x

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Optimal port placement planning method for laparoscopic gastrectomy2017

    • Author(s)
      Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 印刷中 Issue: 10 Pages: 1677-1684

    • DOI

      10.1007/s11548-017-1548-y

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 3Dプリンターの基礎と医療応用2017

    • Author(s)
      森 健策
    • Journal Title

      月刊心臓

      Volume: 49 Pages: 1104-1113

    • NAID

      130007580132

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 3Dプリンタの医療応用2017

    • Author(s)
      森 健策
    • Journal Title

      医用画像情報学会雑誌

      Volume: 34 Pages: 1-6

    • NAID

      130005549326

    • Related Report
      2017 Annual Research Report
  • [Presentation] Surgical area recognition from laparoscopic images in laparoscopic gastrectomy for gastric cancer using label smoothing and uncertainty2023

    • Author(s)
      Yuichiro Hayashi,Kazunari Misawa, Kensaku Mori
    • Organizer
      SPIE Medical Imaging 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 信頼されるAIによる内視鏡診断治療支援2023

    • Author(s)
      森 健策
    • Organizer
      次世代内視鏡・医工連携シンポジウム
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Real bronchoscopic images-based bronchial nomenclature: a preliminary study2023

    • Author(s)
      Cheng Wang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Organizer
      SPIE Medical Imaging 2023
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A semantic segmentation method for laparoscopic images using semantically similar groups2023

    • Author(s)
      Leo Uramoto, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori
    • Organizer
      SPIE Medical Imaging 2023
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Geometric Constraints for Self-supervised Monocular Depth Estimation on Laparoscopic Images with Dual-task Consistency2022

    • Author(s)
      Wenda Li, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori
    • Organizer
      MICCAI 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Boundary-aware Feature and Prediction Refinement for Polyp Segmentation2022

    • Author(s)
      Jie Qiu, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kensaku Mori
    • Organizer
      AE-CAI/CARE/OR2.0
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Laparoscopic image classification based on surgical areas in laparoscopic gastrectomy2022

    • Author(s)
      Y. Hayashi, K. Misawa, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Attention Guided Self-supervised Monocular Depth Estimation Based on Joint Depth-pose Loss for Laparoscopic Images2022

    • Author(s)
      W. Li, Y. Hayashi, M. Oda, T. Kitasaka, K. Misawa, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Class-wise Confidence-aware Active Learning for Laparoscopic Images Segmentation2022

    • Author(s)
      J. Qiu, K. Mori, M. Oda, Y. Hayashi
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 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2022

    • Author(s)
      林 雄一郎, 辻 真治, 丘 杰, 小田 昌宏, 三澤 一成,森 健策
    • Organizer
      JSCAS 2022
    • Related Report
      2020 Annual Research Report
  • [Presentation] 医療におけるAIとスーパーコンピューター臨床現場利活用に向けて2022

    • Author(s)
      森 健策
    • Organizer
      第1回学術講演会(WEB配信)
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 医療ビッグデータとAIを用いた内視鏡診断システム開発に関する諸課題と今後の展開-コンピューターによる革新的診断治療支援機器実現に向けて-2022

    • Author(s)
      森 健策
    • Organizer
      JDDW2022
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] AI技術の進展と医療画像解析への応用2022

    • Author(s)
      森 健策
    • Organizer
      第165回和歌山眼科学会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 機械学習による医用画像処理の変革2022

    • Author(s)
      森 健策
    • Organizer
      NVIDIA 冬のHPC Weeks
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 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2022

    • Author(s)
      森 健策
    • Organizer
      第26回日本遠隔医療学会学術大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 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2022

    • Author(s)
      森 健策
    • Organizer
      第33回日本緑内障学会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] イメージングとその知的処理による診断治療支援2022

    • Author(s)
      森 健策
    • Organizer
      第31回日本バイオイメージング学会学術集会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] AI for VR2022

    • Author(s)
      森 健策
    • Organizer
      第21回日本VR医学会学術大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] AI-based endoscopic procedure - Current and Future2022

    • Author(s)
      森 健策
    • Organizer
      CVF/CVPR Medical Computer Vision Workshop
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] The Way of Medical Care in the AI Era - A New Era of Medical Care through Coexistence with AI2022

    • Author(s)
      森 健策
    • Organizer
      第63回日本神経学会学術大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] AI診断における診療業務の効率化2022

    • Author(s)
      森 健策
    • Organizer
      CPA EXPO
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 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2022

    • Author(s)
      森 健策
    • Organizer
      第111回日本病理学会総会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] TriMix : A General Framework for Medical Image Segmentation from Limited Supervision2022

    • Author(s)
      Zhou Zheng, Yuichiro Hayashi, Takayuki Kitasaka, Masahiro Oda, Kensaku Mori
    • Organizer
      ACCV 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Joint multi organ and tumor segmentation from partial labels using federated learning2022

    • Author(s)
      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
    • Organizer
      DeCaF 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Anatomy Aware-based 2.5D Bronchoscope Tracking for Image-guided Bronchoscopic Navigation2022

    • Author(s)
      Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hayato Itoh, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Organizer
      AE-CAI/CARE/OR2.0
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Esophagus Achalasia Diagnosis from Esophagoscopy Based on A Serial Multi-scale Network2022

    • Author(s)
      Kai Jiang, Masahiro Oda, Yuichiro Hayashi, Hironari Shiwaku, Masashi Misawad, Kensaku Mori
    • Organizer
      AE-AI/CARE/OR2.0
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gaussian Affinity and GIoU-based Loss for Perforation Detection and Localization from Colonoscopy Videos2022

    • Author(s)
      K. Jiang, H. Itoh, M. Oda, T. Okumura, Y. Mori, M. Misawa, T. Hayashi, S.-E. Kudo, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Positive-Gradient Weighted Object Activation Mapping: Analysis of Object Detector Towards Precise Colorectal-Polyp Localisation2022

    • Author(s)
      H. Itoh, M. Misawa, Y. Mori, S.-E. Kudo, M. Oda, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Intestinal obstruction point finding assistance based on intestinal luminal area segmentation2022

    • Author(s)
      H. Oda, Y. Hayashi, T. Kitasaka, A. Takimoto, A. Hinoki, H. Uchida, K. Suzuki, M. Oda, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D bronchus anatomical structure measurement on real bronchoscopic images based on depth images estimated by deep neural network2022

    • Author(s)
      C. Wang, Y. Hayashi, M. Oda, T. Kitasaka, H. Takabatake, M. Mori, H. Honma, K. Mori
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] TriMix: Semi-Supervised Medical Image Segmentation with Mixed-Perturbation-based Regularization2022

    • Author(s)
      Z. Zheng, Y. Hayashi, M. Oda, T. Kitasaka, K. Mori,
    • Organizer
      CARS 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 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2022

    • Author(s)
      大野 真奈, 申 忱, Holger R. Roth, 小田 昌宏, 林 雄一郎, 三澤 一成, 森 健策
    • Organizer
      JAMIT 2022
    • Related Report
      2020 Annual Research Report
  • [Presentation] 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2022

    • Author(s)
      出口 智也, 林 雄一郎, 北坂 孝幸, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      JAMIT 2022
    • Related Report
      2020 Annual Research Report
  • [Presentation] 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2022

    • Author(s)
      榎本 圭吾 ,林 雄一郎,北坂 孝幸,小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      JSCAS 2022
    • Related Report
      2020 Annual Research Report
  • [Presentation] 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2022

    • Author(s)
      宮﨑 琳太郎
    • Organizer
      日本生体医工学会東海支部大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] バーチャル膵管鏡を用いた膵癌の診断2020

    • Author(s)
      森 健策
    • Organizer
      バーチャル膵管鏡に関する講演
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Spatial information-embedded fully convolutional networks for multi-organ segmentation with improved data augmentation and instance normalization2020

    • Author(s)
      Chen Shen, Chenglong Wang, Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improved visual SLAM for bronchoscope tracking and registration with pre-operative CT images2020

    • Author(s)
      Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated eye disease classification method from anterior eye image using anatomical structure focused image classification technique2020

    • Author(s)
      Masahiro Oda, Naoyuki Maeda, Takefumi Yamaguchi, Hideki Fukuoka, Yuta Ueno, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Usefulness of fine-tuning for deep learning based multi-organ regions segmentation method from non-contrast CT volumes using small training dataset2020

    • Author(s)
      Yuichiro Hayashi, Chen Shen, Holger R. Roth, Masahiro Oda, Kazunari Misawa, Masahiro Jinzaki, Masahiro Hashimoto, Kanako K. Kumamaru, Shigeki Aoki, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visualising decision-reasoning regions in computer-aided pathological pattern diagnosis of endoscytoscopic images based on CNN weights analysis2020

    • Author(s)
      Hayato Itoh, Zhongyang Lu, Yuichi Mori, Masashi Misawa, Masahiro Oda, Shin-ei Kudo, Kensaku Mori
    • Organizer
      SPEI 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visualizing intestines for diagnostic assistance of ileus based on intestinal region segmentation from 3D CT images2020

    • Author(s)
      Hirohisa Oda, Kohei Nishio, Takayuki Kitasaka, Hizuru Amano, Aitaro Takimoto, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Hayato Itoh, Masahiro Oda, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-modality super-resolution loss for GAN-based super-resolution of clinical CT images using micro CT image database2020

    • Author(s)
      Tong Zheng, Hirohisa Oda, Takayasu Moriya, Takaaki Sugino, Shota Nakamura, Masahiro Oda, Masaki Mori, Hirotsugu Takabatake, Hiroshi Natori, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Organ segmentation from full-size CT images using memory-efficient FCN2020

    • Author(s)
      Chenglong Wang, Masahiro Oda, Kensaku Mori
    • Organizer
      SPIE 2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 臨床肺CT画像と切除肺マイクロCT画像の非剛体位置合わせ手法の検討2020

    • Author(s)
      波多腰 慎矢, 小田 紘久, 林 雄一郎, Holger R. Roth, 中村 彰太, 小田 昌宏, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] CycleGANによる腸管電子洗浄とその腸管閉塞部位検出への応用2020

    • Author(s)
      西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, 林 雄一郎, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 腹腔鏡下手術支援のためのU-Netに基づく腹腔鏡動画像からの出血領域の推定2020

    • Author(s)
      山本 翔太, 林 雄一郎, 盛満 慎太郎, 小澤 卓也, 北坂 孝幸, 小田 昌宏, 竹下 修由, 伊藤 雅昭, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 仮想腹腔鏡画像生成と深層学習による腹腔鏡画像からの術具領域セグメンテーション2020

    • Author(s)
      小澤 卓也, 林 雄一郎, 小田 紘久, 小田 昌宏, 北坂 孝幸, 竹下 修由, 伊藤 雅昭, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習時代の医用画像処理におけるデータと計算環境2019

    • Author(s)
      小田 昌宏
    • Organizer
      第19回PCクラスタシンポジウム
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 腹腔鏡下胃切除支援のための人工知能を用いたCT画像と術中腹腔鏡映像の解析2019

    • Author(s)
      林 雄一郎, 三澤 一成, 森 健策
    • Organizer
      第32回日本内視鏡外科学会総会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 人工知能による医療支援2019

    • Author(s)
      森 健策
    • Organizer
      第34回日本臨床リウマチ学会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 人工知能による医療の質の向上2019

    • Author(s)
      森 健策
    • Organizer
      第14回医療の質・安全学会学術集会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 人工知能を利用した医療支援2019

    • Author(s)
      森 健策
    • Organizer
      第81回日本臨床外科学会総会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] AI/機械学習に基づくComputational medicine とその臨床展開2019

    • Author(s)
      森 健策
    • Organizer
      第73回日本臨床眼科学会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 深層学習を用いた医用画像処理研究の最前線2019

    • Author(s)
      小田 昌宏
    • Organizer
      47回日本放射線技術学会秋季学術大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Artificial intelligence in endoscopic procedures2019

    • Author(s)
      Kensaku Mori
    • Organizer
      International Conference on Medical Imaging and Augmented Reality (MIAR)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 大腸肛門病理学におけるAI利用の将来像2019

    • Author(s)
      森 健策
    • Organizer
      日本大腸肛門病学会学術集会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 機械学習を用いた医療支援2019

    • Author(s)
      森 健策
    • Organizer
      第84回日本泌尿器気学会東部総会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 名古屋大学データ活用関係のプロジェクト(自動運転・医療画像など)2019

    • Author(s)
      森 健策
    • Organizer
      データ活用社会創成シンポジウム
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 機械学習を用いた医用画像解析2019

    • Author(s)
      森 健策
    • Organizer
      Advanced Medical Imaging 研究会, SAMI2019
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 人工知能による画像診断支援-どこまでできたか.そして,その先は?2019

    • Author(s)
      森 健策
    • Organizer
      第46回 日本小児内視鏡研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 医用画像AI2019

    • Author(s)
      森 健策
    • Organizer
      第94回日本医療機器学会大会・学術集会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 医用画像工学におけるAI・機械学習の利用2019

    • Author(s)
      小田 昌宏
    • Organizer
      第63回システム制御情報学会研究発表講演会 (SCI’19)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] シンポジウム 整形外科学におけるAIの応用:多種情報統合利用による診断・治療支援AIの発展2019

    • Author(s)
      小田 昌宏
    • Organizer
      第92回日本整形外科学会学術総会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 人工知能・機械学習を用いた医用画像の診断支援,2019

    • Author(s)
      森 健策
    • Organizer
      第30回日本医学会総会2019中部
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] AIを活用した画像処理について2019

    • Author(s)
      小田 昌宏
    • Organizer
      えひめAI・IoT研究会技術セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Generative Adversarial Networks Showcase: Their Mechanisms and Radiological Applications2019

    • Author(s)
      Masahiro Oda, Hirohisa Oda, Kanako K. Kumamaru, Shigeki Aoki, Hiroshi Natori, Kensaku Mori, Masaki Mori, Hirotsugu Takabatake
    • Organizer
      RSNA 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Unsupervised Segmentation of Micro-CT Images of Lung Cancer Specimen Using Deep Generative Models2019

    • Author(s)
      Takayasu Moriya, Hirohisa Oda, Midori Mitarai, Shota Nakamura, Holger R. Roth, Masahiro Oda, Kensaku Mori
    • Organizer
      MICCAI 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Tubular Structure Segmentation Using Spatial Fully Connected Network With Radial Distance Loss for 3D Medical images2019

    • Author(s)
      Chenglong Wang, Yuichiro Hayashi, Masahiro Oda, Hayato Itoh, Takayuki Kitasaka, Alejandro Frangi, Kensaku Mori
    • Organizer
      MICCAI 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Intelligent Image Synthesis to Attack a segmentation CNN Using Adversarial Learning2019

    • Author(s)
      Liang Chen, Paul Bentley, Kensaku Mori, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert
    • Organizer
      MICCAI 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spaciousness Filters for Non-contrast CT Volume Segmentation of the Intestine Region for Emergency Ileus Diagnosis2019

    • Author(s)
      Hirohisa Oda, Kohei Nishio, Takayuki Kitasaka, Benjamin Villard, Hizuru Amano, Kosuke Chiba, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Hayato Itoh, Masahiro Oda, Kensaku Mori
    • Organizer
      MICCAI 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic egistration of unordered point clouds for the study of abdominal organs and lymph node eformations2019

    • Author(s)
      B. Villard, K. Tachi, K. Misawa, M. Oda, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Semi-automated small intestine segmentation by fully convolutional networks and Hessian analysis2019

    • Author(s)
      K. Mori, H. Oda, T. Sugino, K. Nishio, K. Chiba, K. Oshima, T. Kitasaka, M. Oda, C. Shirota, A. Hinoki, H. Uchida
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D fully convolutional network-based head structure segmentation on multi-modal images from sparse annotation2019

    • Author(s)
      K. Mori, T. Sugino, H. Roth, M. Oda, T. Kin
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-contrast to contrasted abdominal CT volume regression using fully convolutional network2019

    • Author(s)
      M. Oda, K. K. Kumamaru, S. Aoki, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computer-based virtual clinical trial for pulmonary function diagnosis with ynamic chest radiograph2019

    • Author(s)
      R. Tanaka, E. Samei, W. P. Segars, E. Abadi, H. Roth, H. Oda, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optical coherence tomography classification of multiple retinal diseases using DenseNet2019

    • Author(s)
      C. Wang, M. Oda, Y. Itoh, K.Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Artificial neural network for the prediction of colorectal lymph node metastasis2019

    • Author(s)
      B. Villard, H. Itoh, K. Ichimasa, Y. Mori, M. Misawa, M. Oda, S. Kudo, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of squeeze and excitation fully convolutional networks for multi-organ segmentation2019

    • Author(s)
      C. Shen, F. Milletari, H. Roth, M. Oda, B. Villard, Y. Hayashi, K. Misawa, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic segmentation of attention-aware artery region in laparoscopic colorectal surger2019

    • Author(s)
      S. Morimitsu, H. Itoh, T. Ozawa, H. Oda, T. Kitasaka, T. Sugino, Y. Hayashi, N. Takeshita, M. Ito, M. Oda, K. Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Polyp-size determination method using short colonoscopic video clip information2019

    • Author(s)
      H. Itoh, Y. Mori, M. Misawa, M. Oda, S. E. Kudo, K. Mori, ``Polyp-size determination method using short colonoscopic video clip information
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation on econstruction accuracy of visual SLAM based bronchoscope tracking2019

    • Author(s)
      C. Wang, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hayato Itoh, H. Honma, H. Takabatake, M. Mori, H. Natori, Kensaku Mori
    • Organizer
      CARS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習を用いた脳CT像からの出血検出におけるデータ拡張とネットワーク構造の影響に関する考察2019

    • Author(s)
      魯 仲陽, 小田 昌宏, 鄭 通, 申 忱, 胡 涛, 渡谷 岳行, 阿部 修, 橋本 正弘, 陣崎 雅弘, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 超拡大大腸内視鏡画像における施設間データ分布の差異を考慮した分類法に関する初期的検討2019

    • Author(s)
      伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 小児腸閉塞患者のCT像における電子洗浄手法の評価2019

    • Author(s)
      西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, 林 雄一郎, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 臨床肺CT画像と切除肺マイクロCT画像の初期位置合わせ手法の検討2019

    • Author(s)
      波多腰 慎矢, 小田 紘久, 杉野 貴明, 林 雄一郎, Holger R. Roth, 中村 彰太, 小田 昌宏, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策,
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 術中 MRI 画像と術中蛍光観察画像の融合による脳神経外科手術支援に関する検討2019

    • Author(s)
      林 雄一郎, 藤井 正純, Dilip Bhandari, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 生成型学習による腹腔鏡ビデオ自動認識のための画像生成システムの開発2019

    • Author(s)
      小澤 卓也, 小田 紘久, 伊東 隼人, 北坂 孝幸, 林 雄一郎, 小田 昌宏, 三澤 一成, 竹下 修由, 伊藤 雅昭, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 腹腔鏡下手術支援のためのLSTM U-Net による腹腔鏡映像からの出血領域の推定2019

    • Author(s)
      山本 翔太, 林 雄一郎, 盛満 慎太郎, 小澤 卓也, 北坂 孝幸, 小田 昌宏, 竹下 修由, 伊藤 雅昭, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] LSTMを用いた腹腔鏡動画像からの血管領域抽出2019

    • Author(s)
      盛満 慎太郎, 山本 翔太, 小澤 卓也, 北坂 孝幸, 林 雄一郎, 小田 昌宏, 伊藤 雅昭, 竹下 修由, 三澤 一成, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 神経節細胞検出のための腸管組織のバーチャルスライド画像における筋層抽出2019

    • Author(s)
      小田 紘久, 西尾 光平, 北坂 孝幸, 玉田 雄大, 天野 日出, 千馬 耕亮, 檜 顕成, 内田 広夫, 小田 昌宏, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] マルチスケール特徴抽出による胃壁マイクロCT像からの解剖学的構造セグメンテーション手法2019

    • Author(s)
      御手洗 翠, 小田 紘久, 杉野 貴明, 守谷 享泰, 伊東 隼人, 小田 昌宏, 小宮山 琢真, 古川 和宏, 宮原 良二, 藤城 光弘, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 画像ドメイン変換を用いた現実感の高い仮想内視鏡画像生成2019

    • Author(s)
      小田 昌宏, 田中 聖人, 高畠 博嗣, 森 雅樹, 名取 博, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 胚盤胞画像からの妊娠予測におけるCNNモデル評価2019

    • Author(s)
      大渓 有子, 小田 紘久, 服部 雅之, 浅野 有希子, 小栗 久典, 小田 昌宏, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 内視鏡的粘膜下層剥離術中の自動穿孔検出に関する初期的検討2019

    • Author(s)
      大石 仁美, 伊東 隼人, 森 悠一, 三澤 将史, 林 武雅, 奥村 大志, 小田 昌宏, 工藤 進英, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Grad-CAMを用いた脳CT像からのくも膜下出血の出血領域可視化に関する検討2019

    • Author(s)
      魯 仲陽, 伊東 隼人, 小田 昌宏, 林 雄一郎, 渡谷 岳行, 阿部 修, 橋本 正弘, 陣崎 雅弘, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Comparison of Network Architectures for Estimating Artery Contrast CT Image from Non-contrast CT,2019

    • Author(s)
      胡 涛, 小田 昌宏, 隈丸 加奈子, 青木 茂樹, 森 健策
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] グラフ畳み込みニューラルネットワークによる腹部動脈血管名自動命名におけるデータ拡張による精度改善2019

    • Author(s)
      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
    • Organizer
      第28回日本コンピュータ外科学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 多元計算解剖学のその先にあるもの2019

    • Author(s)
      森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 3D fully convolutional networkを用いた腎腫瘍の定量評価における初期検討2019

    • Author(s)
      王 成龍, 小田 昌宏, 林 雄一郎, 佐々 直人, 山本 徳則, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習を用いた非造影CT画像からの複数臓器領域の抽出に関する検討2019

    • Author(s)
      林 雄一郎, 申 忱, Roth Holger, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] グラフ畳み込みニューラルネットワークを用いた腹部動脈血管名自動命名の初期検討2019

    • Author(s)
      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
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 転移学習を用いた腹部thick-slice CT像における多臓器領域の自動抽出の初期検討2019

    • Author(s)
      申 忱, ロス ホルガー, 林 雄一郎, 小田 紘久, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習を用いた腹腔鏡手術動画像の出血領域自動セグメンテーション2019

    • Author(s)
      山本 翔太, 小田 紘久, 林 雄一郎, 北坂 孝幸, 小田 昌宏, 伊藤 雅昭, 竹下 修由, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 開腹手術映像における遮蔽物除去システムの VR 化2019

    • Author(s)
      北坂 孝幸, 伊藤 幹也, 駒形 和哉, 三澤 一成, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] `μ CTを用いた改良版Cycle-GANによる臨床用CT像の超解像処理2019

    • Author(s)
      鄭 通, 小田 紘久, 守谷 享泰, 杉野 貴明, 中村 彰太, 小田 昌宏, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 小児腸閉塞患者のCT像におけるCycleGANを用いた電子洗浄手法の検討2019

    • Author(s)
      西尾 光平, 小田 紘久, 千馬 耕亮, 北坂 孝幸, 伊東 隼人, 小田 昌宏, 檜 顕成, 内田 広夫, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 腹腔鏡動画像からのFully Convolutional Networkによる血管領域抽出2019

    • Author(s)
      盛満 慎太郎, 小澤 卓也, 北坂 孝幸, 林 雄一郎, 小田 昌宏, 伊藤 雅昭, 竹下 修由, 三澤 一成, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Generative Adversarial Frameworksを用いた腹部CT像における非造影像からの造影像の推定2019

    • Author(s)
      小田 昌宏, 隈丸 加奈子, 青木 茂樹, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] AMED 大規模データベースを用いたCT画像解析と病変検出への応用2019

    • Author(s)
      森 健策,小田 昌宏
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Polyp size classification in colorectal cancer using a Siamese network2019

    • Author(s)
      ヴィラード ベンジャミン, 伊東 隼人, 小田 昌宏, 森 悠一, 一政 克朗, 三澤 将史, 工藤 進英, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 表現学習とSVMによる胃壁マイクロCT像の半教師ありセグメンテーション手法2019

    • Author(s)
      御手洗 翠, 小田 紘久, 杉野 貴明, 守谷 享泰, 伊東 隼人, 小田 昌宏, 小宮山 琢真, 森 雅樹, 高畠 博嗣, 名取 博, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習における学習データセット規模拡大に応じた分類精度向上に関する実験的検討 ~超拡大大腸内視鏡画像における腫瘍性病変分類に向けた特徴量抽出~2019

    • Author(s)
      伊東 隼人, 森 悠一, 三澤 将史, 小田 昌宏, 工藤 進英, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 少量のラベルデータを用いた学習によるイレウス症例CT像における拡張腸管の自動抽出2019

    • Author(s)
      小田 紘久, 西尾 光平, 北坂 孝幸, 天野 日出, 千馬 耕亮, 内田 広夫, 鈴木 耕次郞, 伊東 隼人, 小田 昌宏, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 単眼腹腔鏡映像からの奥行き推定を利用した術具セグメンテーション2019

    • Author(s)
      鈴木 拓矢, 道満 恵介, 目加田 慶人, 三澤 一成, 森 健策
    • Organizer
      第38回日本医用画像工学会大会(JAMIT2019)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Weakly-supervised deep learning of interstitial lung disease types on CT images2019

    • Author(s)
      Chenglong Wang, Takayasu Moriya, Yuichiro Hayashi, Holger Roth, Le Lu, Masahiro Oda, Hirotugu Ohkubo, Kennsaku Mori
    • Organizer
      SPIE
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-class abdominal organs segmentation with improved V-Nets2019

    • Author(s)
      Chen Shen, Fausto Milletari, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori
    • Organizer
      SPIE
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Colonoscope tracking method based on shape estimation network2019

    • Author(s)
      Masahiro Oda, Holger R. Roth, Takayuki Kitasaka, Kazuhiro Furukawa, Yoshiki Hirooka, Nassir Navab, Kensaku Mori
    • Organizer
      SPIE
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visual SLAM for bronchoscope tracking and bronchus reconstruction in bronchoscopic navigation2019

    • Author(s)
      Wang Cheng, Kensaku Mori, Masahiro Oda, Yuichiro Hayashi, Takayuki Kitasaka, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori
    • Organizer
      SPIE
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated hand eye calibration in laparoscope holding robot for robot assisted surgery2019

    • Author(s)
      Shuai Jiang, Yuichiro Hayashi, Masahiro Oda, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori
    • Organizer
      IFMIA
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 経時CT像間の腹部臓器の変形を考慮したリンパ節自動対応付け手法の検討2019

    • Author(s)
      舘 高基, 小田 昌宏, 林 雄一郎, 伊東 隼人, 中村 嘉彦, 北坂 孝幸, 三澤 一成, 森 健策
    • Organizer
      電子情報通信学会技術研究報告(MI)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Computer Assistance in Comparison of Kidney Function Variation Between Pre- and Post-nephrectomy2018

    • Author(s)
      Chenglong Wang, Masahiro Oda, Jun Nagayama, Yasushi Yoshino, Tokunori Yamamoto, Kensaku Mori
    • Organizer
      RSNA
    • Related Report
      2018 Annual Research Report
  • [Presentation] Colon Shape Estimation Method for Colonoscope Tracking using Recurrent Neural Networks2018

    • Author(s)
      Masahiro Oda, Holger Roth, Takayuki Kitasaka, Kazuhiro Furukawa, Ryoji Miyahara, Yoshiki Hirooka, Hidemi Goto, Nassir Navab, Kensaku Mori
    • Organizer
      MICCAI
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deformation matching of laparoscopic gastrectomy Navigation based on finite element analysis2018

    • Author(s)
      Tao Chen, Guodong Wei, Weili Shi, Y. Hu, J. Yu, Zhengang Jiang, Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Semi-supervised spherical K-means for segmenting idiopathic interstitial pneumonia from chest CT images2018

    • Author(s)
      Chenglong Wang, Takayasu Moriya, Yuichiro Hayashi, Masahiro Oda, Hirotsugu Ohkubo, Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of 3D fully convolutional networks for multi-class organ segmentation in contrast-enhanced CT2018

    • Author(s)
      Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Tadaaki Miyamoto, and Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Auto-context 3D fully convolutional networks for multi-scale semantic segmentation of abdominal CT volumes2018

    • Author(s)
      Kensaku Mori, Holger Roth, Chen Shen, Hirohisa Oda, Takaaki Sugino, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa
    • Organizer
      CARS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improvement of robustness of SLAM-based bronchoscope tracking by posture guided feature matching2018

    • Author(s)
      Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ディープラーニングを用いた腹腔鏡映像からの腹腔鏡下胃切除術の手術工程解析の検討2018

    • Author(s)
      林 雄一郎, 杉野 貴明, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第27回日本コンピュータ外科学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 腹腔鏡把持ロボットのための自動ハンドアイキャリブレーションの検討2018

    • Author(s)
      蒋 帥, 林 雄一郎, 小田 昌宏, 北坂 孝幸, 三澤 一成, 森 健策
    • Organizer
      第27回日本コンピュータ外科学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] SLAM ベースのビジュアルトラッキングにおける隣接フレーム利用再構成手法の評価2018

    • Author(s)
      王 成, 小田 昌宏, 林 雄一郎, 北坂 孝幸, 本間 裕敏, 高畠 博嗣, 森 雅樹, 名取 博, 森 健策
    • Organizer
      第27回日本コンピュータ外科学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] CT 像より自動抽出された動脈領域に対応した機械学習に基づく腹部動脈血管名自動命名法2018

    • Author(s)
      鉄村 悠介, 林 雄一郎, 小田 昌宏, 北坂 孝幸, 三澤 一成, 森 健策
    • Organizer
      第27回日本コンピュータ外科学会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 機械学習を用いた腹部動脈血管名自動命名における臓器情報および多血管相互関係利用方法の検討2018

    • Author(s)
      鉄村 悠介, Holger Roth, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第37回日本医用画像工学会大会 (JAMIT2018)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 隣接復元を用いたSLAMベースの気管支鏡追跡の改善2018

    • Author(s)
      王 成, 小田 昌宏, 林 雄一郎, 本間 裕敏, 高畑 博嗣, 森 雅樹, 名取 博, 森 健策
    • Organizer
      第37回日本医用画像工学会大会(JAMIT2018)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Machine Learning for Intelligent Medical Devices2018

    • Author(s)
      Kensaku Mori
    • Organizer
      The 29th 2018 International Symposium on Micro-Nano Mechatonics and Human Science
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 人工知能による医用画像処理2018

    • Author(s)
      森 健策
    • Organizer
      第68回日本泌尿器科学会中部総会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 人工知能による医用画像解析とその診断治療支援への応用2018

    • Author(s)
      森 健策
    • Organizer
      第56回東部防衛衛生学会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Computer assisted diagnosis and surgery based on machine learning2018

    • Author(s)
      Kensaku Mori
    • Organizer
      APGCC2018 & CLASSIC 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] AIによる画像処理技術の新展開2018

    • Author(s)
      森 健策
    • Organizer
      JCRミッドサマーセミナー2018
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Deep learning at the interface of CAD/CAS2018

    • Author(s)
      Kensaku Mori
    • Organizer
      CAD-AI / ISCAS Joint Session on Deep Learning in CAD/CAS
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Computer-assisted diagnosis and surgery based on machine learning2018

    • Author(s)
      Kensaku Mori
    • Organizer
      Annual academic conference of digital surgery committee of Chinese research hospital association & 2nd international conference on digital medicine
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 画像診断におけるAIの現状と今後 -将来の画像診断はどう変わるか?2018

    • Author(s)
      森 健策
    • Organizer
      第20回放射線研究セミナー
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] I(機械学習)を活用した医用画像処理に基づく診断治療支援2018

    • Author(s)
      森 健策
    • Organizer
      第34回東海頭蓋底外科研究会プログラム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Medical procedure assistance based on machine learning-current status and future direction2018

    • Author(s)
      Kensaku Mori
    • Organizer
      UK-Japan symposium on medical imaging and artificial intelligence
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Fine segmentation of tiny blood vessel based on fully-connected conditional random field2018

    • Author(s)
      Chenglong Wang, Masahiro Oda, Yasushi Yoshino, Tokunori Yamamoto, Kensaku Mori
    • Organizer
      SPIE Medical Imaging
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional network2018

    • Author(s)
      Holger Roth, Masahiro Oda, Natsuki Shimizu, Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Michitaka Fujiwara, Kazunari Misawa, Kensaku Mori
    • Organizer
      SPIE Medical Imaging
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複数のステレオ内視鏡画像からの臓器形状復元の定量評価2018

    • Author(s)
      柴田睦実, 林 雄一郎, 小田昌宏, 三澤一成, 森 健策
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] CNNによる回帰を用いた臓器領域の位置推定手法の初期的検討2018

    • Author(s)
      清水南月, 小田昌宏, ロス ホルガー, 林雄一郎, 三澤一成, 藤原道隆, 森健策
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 3D U-Netと測地距離カーネルを取り入れた全連結条件付き確率場に基づく医用画像からの多臓器自動抽出2018

    • Author(s)
      楊 瀛, Holger R. Roth, 小田昌宏, 北坂孝幸, 三澤一成, 森 健策
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 開腹手術映像における遮蔽物除去手法の改善 ~ FFDによる位置合わせ精度の評価 ~2018

    • Author(s)
      北坂孝幸, 奥田透生, 佐藤 準, 豊田誠仁, 澤野弘明, 末永康仁, 三澤一成, 森 健策
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] シンポジウム① 人工知能と仮想現実:AI, VR, AR, MRによるコンピュータ外科連携 :AIによるコンピューター手術支援研究の加速2017

    • Author(s)
      小田 昌宏
    • Organizer
      第26回日本コンピュータ外科学会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Artificial intelligence in medical image processing2017

    • Author(s)
      森 健策
    • Organizer
      吉林省医学会第18回放射学学術会議
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 3Dプリンタの医用応用2017

    • Author(s)
      森 健策
    • Organizer
      第6回JBMP放射線治療品質管理・医学物理講習会, 医学物理士のための医学物理講習会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 機械学習・人工知能による医用画像自動診断2017

    • Author(s)
      森 健策
    • Organizer
      愛知県職員薬剤師会学術講演会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Scale-seameless registration and visualization - from clinical level to laboratory level2017

    • Author(s)
      Kensaku Mori
    • Organizer
      Computer Assisted Radiology and Surgery (CARS) 2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 人工知能と医療機器 - 画像認識技術の立場から -2017

    • Author(s)
      森 健策
    • Organizer
      中部医療機器工業協会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Machine Learning Techniques for Automated Accurate Organ Segmentation and Their Applications to Diagnosis Assistance2017

    • Author(s)
      Masahiro Oda, Natsuki Shimizu, Holger R. Roth, Takayuki Kitasaka, Kazunari Misawa, Kensaku Mori, Michitaka Fujiwara, Daniel Rueckert
    • Organizer
      RSNA
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] `Automated Multi-Organ Segmentation in Abdominal CT with Hierarchical 3D Fully-Convolutional Networks2017

    • Author(s)
      Holger R. Roth, Hirohisa Oda, Qier MENG, Yuichiro Hayashi, Masahiro Oda, Natsuki Shimizu, Kensaku Mori, Michitaka Fujiwara, Kazunari Misawa
    • Organizer
      RSNA
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D FCN Feature Driven Regression Forest-Based Pancreas Localization and Segmentation2017

    • Author(s)
      Masahiro Oda, Natsuki Shimizu, Holger R. Roth, Ken’ichi Karasawa, Takayuki Kitasaka, Kazunari Misawa, Michitaka Fujiwara, Daniel Rueckert, Kensaku Mori
    • Organizer
      MICCAI
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Motion Vector for Outlier Elimination in Feature Matching and Its Application in SLAM Based Laparoscopic Tracking2017

    • Author(s)
      Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Holger Roth, Kensaku Mori
    • Organizer
      MICCAI
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-organ segmentation in abdominal CT using 3D fully convolutional networks2017

    • Author(s)
      Holger R. Roth, Masahiro Oda, Yuichiro Hayashi, Hirohisa Oda, Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] False positive reduction of abdominal artery segmentation from CT volumes based on deep convolutional neural networks2017

    • Author(s)
      Masahiro Oda, Tokunori Yamamoto, Yasushi Yoshino, Kensaku Mori
    • Organizer
      CARS
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Study on the Robustness of ORB-SLAM Based Outlier Elimination in Bronchoscope Tracking -- RANSAC + EPnP for Outlier Detection --2017

    • Author(s)
      Cheng Wang, Masahiro Oda, Yuichiro Hayashi, Hirotoshi Honma, Hirotsugu Takabatake, Masaki Mori, Hiroshi Natori, Kensaku Mori
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] On the influence of Dice loss function in multi-class organ segmentation of abdominal CT using 3D fully convolutional networks2017

    • Author(s)
      Chen Shen, Holger R. Roth, Hirohisa Oda, Masahiro Oda, Yuichiro Hayashi, Kazunari Misawa, Kensaku Mori
    • Organizer
      電子情報通信学会技術研究報告 (MI)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いた腹部動脈血管名自動命名における臓器情報利用方法に関する一考察2017

    • Author(s)
      鉄村悠介,Holger Roth,林 雄一郎,小田昌宏,進藤幸治,大内田研宙,橋爪 誠,三澤一成, 森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 腹腔鏡下胃切除ナビゲーションにおける変形マッチングの有限要素法モデルを検証するための動物実験2017

    • Author(s)
      陳 韜, 魏 国棟,何 静怡,陳 光鋒,李,師 爲禮,祁 小龍,林 雄一郎,蒋 振剛, 森 健策, 李 国新
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 複数フレームのステレオ内視鏡画像を用いた臓器表面形状復元に関する検討2017

    • Author(s)
      柴田睦実,林 雄一郎,小田昌宏,三澤一成,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 気管支鏡追跡における ORB-SLAM 適用に関する初期的検討2017

    • Author(s)
      王 成,小田昌宏,林 雄一郎,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 血管芯線を用いた経時リンパ節の自動対応付け2017

    • Author(s)
      舘 高基,小田昌宏,中村嘉彦,三澤一成,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 自動設計特徴量を用いた 3 次元腹部 CT 像における膵臓領域の位置推定2017

    • Author(s)
      清水南月,Holger R. Roth,小田昌宏,三澤一成,藤原道隆,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 3D Fully Convolutional Networks と全連結条件付確率場による 3 次元 CT 画像からの多臓器自動抽出に関する検討2017

    • Author(s)
      楊 瀛,小田昌宏,Roth Holger,北坂孝幸,三澤一成, 森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] レベルセット法を用いた腎臓皮質と髄質領域の分割2017

    • Author(s)
      王 成龍,小田昌宏,永山 洵,吉野 能,山本徳則,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 開腹手術における 3 次元画像を用いた手術ナビゲーションシステムの臨床応用2017

    • Author(s)
      林 雄一郎, 三澤一成,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] サポートベクタマシンを用いたラジオミクスベースの消化管間質性腫瘍リスク評価システム2017

    • Author(s)
      陳 韜, 小田紘久, Holger R. Roth,北坂孝幸,小田昌宏,李 国新,森 健策
    • Organizer
      第26回日本コンピュータ外科学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Hierarchical fully convolutional networks for semantic segmentation of 3D medical images2017

    • Author(s)
      Holger R. Roth, Oda Hirohisa, Hayashi Yuichiro, Oda Masahiro, Shimizu Natsuki, Fujiwara Michitaka, Misawa Kazunari, Mori Kensaku
    • Organizer
      ライフエンジニアリング部門シンポジウム2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] 条件付き確率場による医用画像からの多臓器抽出におけるHigher Order Potential とボクセル連結構造の影響に関する考察2017

    • Author(s)
      楊瀛, 小田昌宏, Roth Holger, 北坂孝幸, 三澤一成, 森健策
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 血管情報を用いた経時リンパ節の自動対応付け手法に関する研究2017

    • Author(s)
      舘 高基, 小田 昌宏, 中村 嘉彦, 寶珠山 裕, 三澤 一成, 森 健策
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いた腹部動脈血管名自動命名における肝動脈分岐情報利用方法に関する一考察2017

    • Author(s)
      鉄村 悠介, 張 暁楠, Holger Roth, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] ステレオ内視鏡画像からの臓器形状復元手法における複数フレームの利用に関する初期的検討2017

    • Author(s)
      柴田 睦実, 林 雄一郎, 小田 昌宏, 三澤 一成, 森 健策
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Improvement on Robustness of ORB-SLAM Based Surgical Navigation System by Building Submap2017

    • Author(s)
      王成, 小田昌宏, 林雄一郎, 三澤一成, 森健策
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Torso organ segmentation in CT using fine-tuned 3D fully convolutional networks2017

    • Author(s)
      Holger R. ROTH,Ying YANG,Masahiro ODA,Hirohisa ODA, Yuichiro HAYASHI,Natsuki SHIMIZU,Takayuki KITASAKA,Michitaka FUJIWARA,Kazunari MISAWA,Kensaku MORI
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いた内視鏡画像自動診断2017

    • Author(s)
      Kensaku Mori, Masahiro Oda, Masashi Misawa, Yuichi Mori, Shinei Kudo
    • Organizer
      第36回日本医用画像工学会大会 (JAMIT2017)
    • Related Report
      2017 Annual Research Report
  • [Book] 医療AIとディープラーニングシリーズ 内視鏡画像AI2022

    • Author(s)
      森 健策, 伊東隼人
    • Total Pages
      250
    • Publisher
      オーム社
    • ISBN
      9784274225642
    • Related Report
      2020 Annual Research Report
  • [Book] 医療AIとディープラーニング 医用画像のためのディープラーニング-実践編-2019

    • Author(s)
      小田 昌宏
    • Total Pages
      220
    • Publisher
      オーム社
    • ISBN
      9784274223631
    • Related Report
      2019 Annual Research Report
  • [Book] 医用画像ディープラーニング入門2019

    • Author(s)
      森 健策
    • Total Pages
      160
    • Publisher
      オーム社
    • ISBN
      9784274223655
    • Related Report
      2019 Annual Research Report
  • [Book] 新・医用放射線科学講座 医用画像情報工学2018

    • Author(s)
      森 健策 他
    • Total Pages
      384
    • Publisher
      医歯薬出版株式会社
    • ISBN
      9784263206454
    • Related Report
      2017 Annual Research Report
  • [Book] 人工知能学大辞典2017

    • Author(s)
      森 健策 他
    • Total Pages
      1600
    • Publisher
      共立出版
    • ISBN
      9784320124202
    • Related Report
      2017 Annual Research Report

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Published: 2017-04-28   Modified: 2024-01-30  

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