• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Fundamental Technologies for Integration of Multiscale Spatiotemporal Morphology in Multidisciplinary Computational Anatomy

Planned Research

Project AreaMultidisciplinary computational anatomy and its application to highly intelligent diagnosis and therapy
Project/Area Number 26108002
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Science and Engineering
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Shimizu Akinobu  東京農工大学, 工学(系)研究科(研究院), 教授 (80262880)

Co-Investigator(Kenkyū-buntansha) 縄野 繁  国際医療福祉大学, 医学部, 教授 (40156005)
小林 直樹  埼玉医科大学, 保健医療学部, 教授 (40523634)
庄野 逸  電気通信大学, 大学院情報理工学研究科, 教授 (50263231)
長谷川 巖  神奈川歯科大学, 歯学部, 教授 (00433912)
Research Collaborator SAITO atsushi  
LINGURARU George, Marius  
SHINODA kazuma  
KOMAGATA hideki  
ISHIKAWA masahiro  
Project Period (FY) 2014-07-10 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥102,440,000 (Direct Cost: ¥78,800,000、Indirect Cost: ¥23,640,000)
Fiscal Year 2018: ¥19,240,000 (Direct Cost: ¥14,800,000、Indirect Cost: ¥4,440,000)
Fiscal Year 2017: ¥19,760,000 (Direct Cost: ¥15,200,000、Indirect Cost: ¥4,560,000)
Fiscal Year 2016: ¥19,370,000 (Direct Cost: ¥14,900,000、Indirect Cost: ¥4,470,000)
Fiscal Year 2015: ¥21,320,000 (Direct Cost: ¥16,400,000、Indirect Cost: ¥4,920,000)
Fiscal Year 2014: ¥22,750,000 (Direct Cost: ¥17,500,000、Indirect Cost: ¥5,250,000)
Keywords計測工学 / 医用画像処理 / 解剖学 / 統計数理 / 画像 / 情報工学 / 統計数学
Outline of Final Research Achievements

Main research achievements are summarized as follows. First we proposed several methods to construct a spatio-temporal statistical model of time series data, such as statistical parameter estimation from a small sample data, modeling with smoothness constraint along a time axis, modeling with nested and neighboring constraints, and modeling of organs with topological changes along a time axis. These methods were used to construct spatio-temporal models of human embryos and children. Secondly, we proposed super-resolution techniques using dictionary learning and deep learning, and applied them to a CT volume. Third we reconstructed 3D tissue structure from pathological images using machine learning techniques. Fourth, hyper-spectral image processing of pathological images was conducted to improve accuracy in tissue classification. Fifth, we proposed a simultaneous optimization algorithm of segmentation and a statistical model, and used for organ recognition of a CT volume.

Academic Significance and Societal Importance of the Research Achievements

ヒト胚子の統計的変動の数理モデルは,臓器の発生へ対応しつつ,同時に,入れ子や隣接臓器間の重なりなどの構造上の制約を満たす必要がある.本研究では,これらの制約を満たす世界初の統計モデルを提案した.また,4次元の時空間において小児臓器の滑らかな変化を記述できる方法を提案し,小児のモデルの精度向上を達成した.超解像の研究では8倍の超解像に成功し,胸部CT像に適用して末梢の気管支が復元できることを示した.病理画像からの組織の3次元再構成では,機械学習とハイパースペクトル画像を用いて精度向上に取り組んだ.セグメンテーションと統計モデルの同時最適化では,世界で初めて現実的な時間で厳密解を導く方法を提案した

Report

(6 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (95 results)

All 2019 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (10 results) Journal Article (24 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 23 results,  Open Access: 3 results,  Acknowledgement Compliant: 5 results) Presentation (56 results) (of which Int'l Joint Research: 45 results,  Invited: 3 results) Book (2 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results) (of which Overseas: 1 results)

  • [Int'l Joint Research] Children's National Health System(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] The University of Auckland(ニュージーランド)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] The University of Otago(ニュージーランド)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Universiti Malaysia Pahang(マレーシア)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Children's National Health System(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] The University of Auckland(ニュージーランド)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] The University of Otago(ニュージーランド)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Hamburg University(Germany)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Universiti Teknologi Malaysia(Malaysia)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Harbin Engineering University(中国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Critical Growth Processes for the Midfacial Morphogenesis in the Early Prenatal Period2019

    • Author(s)
      Katsube Motoki、Yamada Shigehito、Yamaguchi Yutaka、Takakuwa Tetsuya、Yamamoto Akira、Imai Hirohiko、Saito Atsushi、Shimizu Akinobu、Suzuki Shigehiko
    • Journal Title

      The Cleft Palate-Craniofacial Journal

      Volume: - Issue: 8 Pages: 1026-1037

    • DOI

      10.1177/1055665619827189

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] HoTPiG: a novel graph-based 3-D image feature set and its applications to computer-assisted detection of cerebral aneurysms and lung nodules2019

    • Author(s)
      Hanaoka Shouhei、Nomura Yukihiro、Takenaga Tomomi、Murata Masaki、Nakao Takahiro、Miki Soichiro、Yoshikawa Takeharu、Hayashi Naoto、Abe Osamu、Shimizu Akinobu
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: epub ahead Issue: 12 Pages: 2095-2107

    • DOI

      10.1007/s11548-019-01942-0

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Liver segmentation from low-radiation-dose pediatric computed tomography using patient-specific, statistical modeling2019

    • Author(s)
      Koyo Nakayama, Atsushi Saito, Elijah Biggs, Marius George Linguraru, Akinobu Shimizu
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 印刷中 Issue: 12 Pages: 2057-2068

    • DOI

      10.1007/s11548-019-01929-x

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Spatiotemporal Statistical Shape Model of the Brain Surface during Human Embryonic Development2018

    • Author(s)
      Kazuki Kasahara, Atsushi Saito, Tetsuya Takakuwa, Shigehito Yamada, Hiroshi Matsuzoe, Hidekata Hontani, Akinobu Shimizu.
    • Journal Title

      Advanced Biomedical Engineering

      Volume: 7 Issue: 0 Pages: 146-155

    • DOI

      10.14326/abe.7.146

    • NAID

      130007530705

    • ISSN
      2187-5219
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Capsule Endoscopy Images using Deep Convolutional Neural Network2018

    • Author(s)
      Rosdiana Shahril, Atsushi Saito, Akinobu Shimizu, Sabariah Baharun
    • Journal Title

      JOURNAL OF INFORMATION SCIENCE AND ENGINEERING

      Volume: 印刷中

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Spatiotemporal Statistical Shape Model for Temporal Shape Change Analysis of Adult Brain2018

    • Author(s)
      Binte Alam Saadia、Nii Manabu、Shimizu Akinobu、Kobashi Syoji
    • Journal Title

      Current Medical Imaging Reviews

      Volume: 15 Issue: 5 Pages: 1-10

    • DOI

      10.2174/1573405615666181120141147

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Spatiotemporal Statistical Model for Eyeballs of Human Embryos2017

    • Author(s)
      Kishimoto M, Saito A, Takakuwa T, Yamada S, Matsuzoe H, Hontani H, Shimizu A,
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 7 Pages: 1505-1515

    • DOI

      10.1587/transinf.2016EDP7493

    • NAID

      130006792950

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fast approximation for joint optimization of segmentation, shape, and location priors, and its application in gallbladder segmentation International Journal of Computer Assisted Radiology and Surgery2017

    • Author(s)
      Atsushi Saito, Shigeru Nawano, Akinobu Shimizu
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12 Issue: 5 Pages: 743-756

    • DOI

      10.1007/s11548-017-1571-z

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automatic detection of vertebral number abnormalities in body CT images2017

    • Author(s)
      Hanaoka S, Nakano Y, Nemoto M, Nomura Y, Takenaga T, Miki S, Yoshikawa T, Hayashi N, Masutani Y, Shimizu A
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 印刷中 Issue: 5 Pages: 719-732

    • DOI

      10.1007/s11548-016-1516-y

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multispectral filter array design without training images2017

    • Author(s)
      Kazuma Shinoda, Yudai Yanagi, Yoshio Hayasaki, Madoka Hasegawa
    • Journal Title

      Optical Review

      Volume: 24 Issue: 4 Pages: 554-571

    • DOI

      10.1007/s10043-017-0349-4

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 2)Support Vector Machine Histogram: New Analysis and Architecture Design Method of Deep Convolutional Neural Network2017

    • Author(s)
      Satoshi Suzuki, Hayaru Shouno
    • Journal Title

      Neural Processing Letters

      Volume: 1 Issue: 3 Pages: 1-16

    • DOI

      10.1007/s11063-017-9652-0

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 1)Simultaneous Estimation of Nongaussian Components and Their Correlation Structure2017

    • Author(s)
      Hiroaki Sasaki, Michael U. Gutmann, Hayaru Shouno, Aapo Hyvarinen
    • Journal Title

      Neural Computation

      Volume: 29 Issue: 11 Pages: 1-38

    • DOI

      10.1162/neco_a_01006

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Automatic detection of over 100 anatomical landmarks in medical CT images: A framework with independent detectors and combinatorial optimization2017

    • Author(s)
      Hanaoka S, Shimizu A, Nemoto M, Nomura Y, Miki S, Yoshikawa T, Hayashi N, Ohtomo K, Masutani Y.
    • Journal Title

      Med Image Anal.

      Volume: 35 Pages: 192-214

    • DOI

      10.1016/j.media.2016.04.001

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Automated liver segmentation from a postmortem CT scan based on a statistical shape model2017

    • Author(s)
      Atsushi Saito, Seiji Yamamoto, Shigeru Nawano, Akinobu Shimizu
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12 Issue: 2 Pages: 205-221

    • DOI

      10.1007/s11548-016-1481-5

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Landmark-guided diffeomorphic demons algorithm and its application to automatic segmentation of the whole spine and pelvis in CT images2017

    • Author(s)
      Hanaoka S, Masutani Y, Nemoto M, Nomura Y, Miki S, Yoshikawa T, Hayashi N, Ohtomo K, Shimizu A.
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12(3) Issue: 3 Pages: 413-430

    • DOI

      10.1007/s11548-016-1507-z

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Evaluation of post-mortem lateral cerebral ventricle changes using sequential scans during post-mortem computed tomography2016

    • Author(s)
      Iwao Hasegawa, Akinobu Shimizu, Atsushi Saito, Hideto Suzuki, Hermann Vogel, Klaus Puschel, Axel Heinemann
    • Journal Title

      International Journal of Legal Medicine

      Volume: 印刷中 Issue: 5 Pages: 1-6

    • DOI

      10.1007/s00414-016-1327-2

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A forensic autopsy case of death from laryngeal stenosis due to a late complication of radiotherapy2016

    • Author(s)
      Hideto Suzuki, Takanobu Tanifuji, Iwao Hasegawa, Tatsushige Fukunaga
    • Journal Title

      Legal Medicine

      Volume: 20 Pages: 15-17

    • DOI

      10.1016/j.legalmed.2016.03.004

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Demosaicking for multispectral images based on vectorial total variation2016

    • Author(s)
      K. Shinoda, T. Hamasaki, M. Kawase, M. Hasegawa, and S. Kato
    • Journal Title

      Optical Review

      Volume: 23 Issue: 4 Pages: 559-570

    • DOI

      10.1007/s10043-016-0221-y

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal multispectral filter array considering transparent wavelength and arrangement2016

    • Author(s)
      Y. Yanagi, K. Shinoda, M. Hasegawa, S. Kato, M. Ishikawa, H. Komagata, and N. Kobayashi
    • Journal Title

      IEICE Trans. on Information and Systems

      Volume: J99-D Pages: 794-804

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Joint optimization of segmentation and shape prior from level-set-based statistical shape model, and its application to the automated segmentation of abdominal organs,2016

    • Author(s)
      Atsushi Saito, Shigeru Nawano and Akinobu Shimizu
    • Journal Title

      Medical Image Analysis

      Volume: 28 Pages: 46-65

    • DOI

      10.1016/j.media.2015.11.003

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 死後CT像のテクスチャ解析による死因推定2015

    • Author(s)
      平野 靖, 時安 竣一, 徐 睿, 橘 理恵, 木戸 尚治, 斉藤 篤, 清水 昭伸
    • Journal Title

      Medical Imaging Technology

      Volume: 33 Pages: 177-184

    • NAID

      130005099496

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dark channel prior based blurred image restoration method using total variation and morphology2015

    • Author(s)
      Li, Yibing, Fu, Qiang, Ye, Fang, Hayaru Shouno
    • Journal Title

      Journal of Systems Engineering and Electronics

      Volume: 4 Issue: 2 Pages: 177-184

    • DOI

      10.1109/jsee.2015.00042

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Automated Segmentation Algorithm for CT Volumes of Livers with Atypical Shapes and Large Pathological Lesions2014

    • Author(s)
      Shun Umetsu, Akinobu Shimizu,Hidefumi Watanabe, Hidefumi Kobatake, Shigeru Nawano
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E97.D Issue: 4 Pages: 951-963

    • DOI

      10.1587/transinf.E97.D.951

    • NAID

      130003394921

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] オートプシー・イメージングの現在と未来(3)Ai の計算機支援2014

    • Author(s)
      平野靖,木戸尚治,斉藤篤,清水昭伸
    • Journal Title

      Medical Imaging Technology

      Volume: 32 Pages: 351-354

    • NAID

      130004707291

    • Related Report
      2014 Annual Research Report
  • [Presentation] Detection of bone metastasis in a scintigram using U-Net2018

    • Author(s)
      Wakabayashi H., Saito A., Higashiyama S., Kawabe J., Shiomi S., Shimizu A.
    • Organizer
      International Journal of Computer Assisted Radiology and Surgery
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Super resolution of a lung CT volume using a generative adversarial network2018

    • Author(s)
      Tozawa K., Saito A., Kido S., Inai K., Kimura H., Shimizu A
    • Organizer
      International Journal of Computer Assisted Radiology and Surgery
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recognition algorithm of anatomical skeleton in a bone scintigram2018

    • Author(s)
      Kanamori T., Saito A., Hanaoka S, Higashiyama S, Kawabe J., Shiomi S, Shimizu A.
    • Organizer
      International Journal of Computer Assisted Radiology and Surgery
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of a spatiotemporal statistical shape model of pediatric liver from cross-sectional data2018

    • Author(s)
      Atsushi Saito, Koyo Nakayama, Antonio R. Porras, Awais Mansoor, Elijah Biggs, Marius George Linguraru, and Akinobu Shimizu
    • Organizer
      Medical Image Computing and Computer-Assisted Intervention
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deformable Cubic Hermite Mesh Templates for Statistical Liver Shape Analysis2018

    • Author(s)
      Hao Bo Yu, Yui Nakagawa, Harvey Ho, Atsushi Saito, Akinobu Shimizu
    • Organizer
      Shape in Medical Imaging
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of a statistical shape model for the liver2018

    • Author(s)
      Zhihui Lu, Akinobu Shimizu and Harvey Ho
    • Organizer
      IVCNZ
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effectiveness of narrow spectral bands in organ segmentation of a mouse2018

    • Author(s)
      Takahiro Kubo, Mahdieh Moghiseh, Anthony Butler, Raja Aamir, Atushi Saito, Akinobu Shimizu
    • Organizer
      MARS Spectral CT workshop
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Single-shot multispectral imaging for medical application2018

    • Author(s)
      Kazuma Shinoda
    • Organizer
      International Young Researchers’ Workshop on Multimodal Medical Engineering
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D reconstruction of pancreatic ducts and collagen fibers from pathological images of pancreas serial sections2017

    • Author(s)
      H. Komagata, M. Ishikawa, K. Shinoda, N. Kobayashi, C. Iwamoto, K. Ohuchida, and M. Hashizume
    • Organizer
      Image Electronics and Visual Computing Workshop (IEVC 2017)
    • Place of Presentation
      Da Nang(ベトナム)
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal spectral sensitivity of multispectral filter array for pathological images2017

    • Author(s)
      K. Shinoda, M. Kawase, M. Hasegawa, M. Ishikawa, H. Komagata, and N. Kobayashi
    • Organizer
      Image Electronics and Visual Computing Workshop (IEVC 2017)
    • Place of Presentation
      Da Nang(ベトナム)
    • Year and Date
      2017-02-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Tissue classification of liver pathological tissue specimens image using spectral features2017

    • Author(s)
      E. Hashimoto, M. Ishikawa, K. Shinoda, M. Hasegawa, H. Komagata, N. Kobayashi, N. Mochidome, Y. Oda, C. Iwamoto, K. Ohuchida, and M. Hashizume
    • Organizer
      Medical Imaging 2017
    • Place of Presentation
      Orlando(アメリカ)
    • Year and Date
      2017-02-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] MR Image Segmentation of Marmoset Brain Using Prediction of Shape Development by Gaussian Process2017

    • Author(s)
      Yui Nakagawa, Atsushi Saito, Junichi Hata, Satoko Takemoto, Yuji Komaki, Erika Sasaki, Hideyuki Okano, Hideo Yokota, Akinobu Shimizu
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Spatiotemporal Statistical Model for Landmarks of Oral and Maxillofacial Area During the Human Embryonic Period2017

    • Author(s)
      Masashi Kishimoto, Atsushi Saito, Tetsuya Takakuwa, Shigehito Yamada, Akinobu Shimizu, A
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Spatiotemporal Statistical Shape Model of Brain Surface During Human Embryonic Development2017

    • Author(s)
      Kazuki Kasahara, Atsushi Saito, Tetsuya Takakuwa, Shigehito Yamada, Akinobu Shimizu
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detection of Abnormal Accumulations on a Bone Scintigram Utilizing Anatomical Structure Information2017

    • Author(s)
      Yuta Minami, Atsushi Saito, Mitsutaka Nemoto, Shouhei Hanaoka, Shigeaki Higashiyama, Joji Kawabe, Susumu Shiomi, Akinobu Shimizu
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 2-staged transfer learning method with Deep Convolutional Neural Network for Diffuse Lung Disease2017

    • Author(s)
      A. Suzuki, S. Suzuki, S. Kido, H. Shouno
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Applying Transfer Method for Deep Learning from Application Viewpoint2017

    • Author(s)
      H. Shouno
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA 2017)
    • Place of Presentation
      てんぶす会館(沖縄県)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-modality statistical model between a thoracic CT volume and photographs of lung cryosections of a cadaver2017

    • Author(s)
      J. Ishida, A. Saito, A. Shimizu
    • Organizer
      Computer Assisted Radiology and Surgery
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Machine learning with 3D spatio-temporal SSM for Alzheimer’s disease patient classification2017

    • Author(s)
      S. Alam, M. Nii, A. Shimizu, S. Kobashi
    • Organizer
      Computer Assisted Radiology and Surgery
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fully automatic definition and detector learning of anatomical landmarks in medical images2017

    • Author(s)
      S. Hanaoka, Y. Nomura, M. Nemoto, T. Takenaga, S. Miki, T. Yoshikawa, N. Hayashi, O. Abe, A. Shimizu
    • Organizer
      Computer Assisted Radiology and Surgery
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical Shape Model of Nested Structures Based on the Level Set2017

    • Author(s)
      Atsushi Saito, Masaki Tsujikawa, Tetsuya Takakuwa, Shigehito Yamada, and Akinobu Shimizu
    • Organizer
      Medical Image Computing and Computer-Assisted Intervention
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A study on visual interpretation of network in network2017

    • Author(s)
      S. Suzuki, H. Shouno
    • Organizer
      International Joint Conference on Neural Networks
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Comparison of Feature Selection Method for Diffuse Lung Disease2017

    • Author(s)
      S. Ono, M. Koiwai, H. Shouno, S. Kido
    • Organizer
      International Conference on Parallel Distributed Processing Techniques and Applications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Generative Model of Textures using Hierarchical Probabilistic Principal Components2017

    • Author(s)
      A. Suzuki, H. Shouno,
    • Organizer
      International Conference on Parallel Distributed Processing Techniques and Applications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust Multispectral Data Hiding in RGB Image Using Digital Watermarking2016

    • Author(s)
      K. Banzawa, K. Shinoda, and M. Hasegawa
    • Organizer
      Color and Imaging Conference(CIC 24)
    • Place of Presentation
      San Diego(アメリカ)
    • Year and Date
      2016-11-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Architecture Design Method of Deep Convolutional Neural Network2016

    • Author(s)
      S. Suzuki, H. Shouno
    • Organizer
      The 23rd International Conference on Neural Information Processing (ICONIP 2016)
    • Place of Presentation
      京都大学 百周年時計台記念館(京都府)
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Group Dropout Inspired by Ensemble Learning2016

    • Author(s)
      K. Hara, D. Saitot, T. Kondou, S.Suzuki, H.Shouno
    • Organizer
      The 23rd International Conference on Neural Information Processing (ICONIP 2016)
    • Place of Presentation
      京都大学 百周年時計台記念館(京都府)
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of Dropout Learning Regarded as Ensemble Learning2016

    • Author(s)
      K. Hara, D. Saitoh, H. Shouno
    • Organizer
      The International Conference on Artificial Neural Networks(ICANN 2016)
    • Place of Presentation
      BarcelonaTech Universitat Politecnica de Catalunya (スペイン)
    • Year and Date
      2016-09-06
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Architecture Design of Deep Convolutional Neural Network for Diffuse Lung Disease Using Representation Separation Information2016

    • Author(s)
      S. Suzuki, N. Iida, H. Shouno, S. Kido
    • Organizer
      The 22nd International Conference on Parallel and Distributed Processing Techniques and Applications(PDPTA'16)
    • Place of Presentation
      Las Vegas(アメリカ)
    • Year and Date
      2016-07-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Feature Selection for Diffuse Lung Disease using Exchange Markov Chain Monte-Carlo Method2016

    • Author(s)
      M. Koiwai, N. Iida, H. Shouno, S. Kido
    • Organizer
      The 22nd International Conference on Parallel and Distributed Processing Techniques and Applications(PDPTA'16)
    • Place of Presentation
      Las Vegas(アメリカ)
    • Year and Date
      2016-07-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A spatiotemporal statistical model for eyeballs of human embryos2016

    • Author(s)
      Masashi Kishimoto, Atsushi Saito, Miho Osaka, Tetsuya Takakuwa, Shigehito Yamada, Akinobu Shimizu
    • Organizer
      Japanese Society of Medical Imaging Technology(JAMIT)
    • Place of Presentation
      千葉大学 西千葉キャンパス(千葉県)
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] Fast approximation of joint optimization of segmentation and shape prior from level-set-based statistical shape model, and improvement of abdominal organ recognition2016

    • Author(s)
      Atsushi Saito, Shigeru Nawano, Akinobu Shimizu
    • Organizer
      Japanese Society of Medical Imaging Technology(JAMIT)
    • Place of Presentation
      千葉大学 西千葉キャンパス(千葉県)
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] Automatic detection of segmentation anomalies vertebrae in Automatic detection of segmentation anomalies vertebrae in body CT images2016

    • Author(s)
      Shouhei Hanaoka, Mitsutaka Nemoto, Yukihiro Nomura, Soichiro Miki, Takeharu Yoshikawa, Naoto Hayashi, Yoshitaka Masutani, Akinobu Shimizu
    • Organizer
      Japanese Society of Medical Imaging Technology(JAMIT)
    • Place of Presentation
      千葉大学 西千葉キャンパス(千葉県)
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] A study on automated derivation of lung nodule image findings based on machine learning2016

    • Author(s)
      Bin Chen, Daisuke Furukawa, Hiroyuki Sekiguchi,Koji Sakai,Takeshi Kubo,Masahiro Yakami,Koji Fujimoto, Ryo Sakamoto,Yutaka Emoto, Masami Kawagishi,Gakuto Aoyama,Yoshio Izuka,Keita Nakagomi,Hiroyuki Yamamoto,Akinobu Shimizu, Kaori Togashi
    • Organizer
      Japanese Society of Medical Imaging Technology(JAMIT)
    • Place of Presentation
      千葉大学 西千葉キャンパス(千葉県)
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] A multi-scale and multi-modality statistical model of pancreas2016

    • Author(s)
      Akinobu Shimizu, Hidekata Hontani, Naoki Kobayashi, Hayaru Shono, Kensaku Mori, Chika Iwamoto, Kenoki Ouchida, Yoshinao Oda, Makoto Hashizume
    • Organizer
      Computer Assisted Radiology and Surgery(CARS 2016)
    • Place of Presentation
      Heidelberg(ドイツ)
    • Year and Date
      2016-06-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fully automatic definition of anatomical landmarks in medical images: a feasibility study2016

    • Author(s)
      S. Hanaoka, Y. Nomura, M. Nemoto, S. Miki, T. Yoshikawa, N. Hayashi, K. Ohtomo, A. Shimizu
    • Organizer
      Computer Assisted Radiology and Surgery(CARS 2016)
    • Place of Presentation
      Heidelberg(ドイツ)
    • Year and Date
      2016-06-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatiotemporal Statistical Shape Model Construction for Longitudinal Brain Deformation Analysis Using Weighted PCA2016

    • Author(s)
      S. Alam, S Kobashi, R Nakano, M Morimoto, S Aikawa, A Shimizu
    • Organizer
      Computer Assisted Radiology and Surgery(CARS 2016)
    • Place of Presentation
      Heidelberg(ドイツ)
    • Year and Date
      2016-06-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Demosaicking Method for Multispectral Images Based on Spatial Gradient and Inter-channel Correlation2016

    • Author(s)
      S. Ogawa, K. Shinoda, M. Hasegawa, S. Kato, M. Ishikawa, H. Komagata, and N. Kobayashi
    • Organizer
      International Symposium on Multispectral Colour Science(MCS 2016)
    • Place of Presentation
      Campus of University of Quebec a Trois-Rivieres(カナダ)
    • Year and Date
      2016-05-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal transparent wavelength and arrangement for multispectral filter array2016

    • Author(s)
      Yudai Yanagi, Kazuma Shinoda, Madoka Hasegawa, Shigeo Kato, Masahiro Ishikawa, Hideki Komagata, and Naoki Kobayashi
    • Organizer
      IS&T International Symposium on Electronic Imaging
    • Place of Presentation
      Hilton San Francisco, San Francisco, CA, USA
    • Year and Date
      2016-02-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Segmentation of Organs with Atypical Shapes and/or Large Pathological Lesions from Medical Volume2015

    • Author(s)
      Akinobu Shimizu
    • Organizer
      Workshop on Mathematical and Computational Methods in Biomedical Imaging and Image Analysis
    • Place of Presentation
      University of Auckland, Auckland, New Zealand
    • Year and Date
      2015-11-24
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A Transfer Learning Method with Deep Convolutional Neural Network for Diffuse Lung Disease Classification2015

    • Author(s)
      H. Shouno, S. Suzuki, S. Kido
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Renaissance Polat Istanbul Hotel, Istanbul, Turkey
    • Year and Date
      2015-11-10
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Novel texture classification with Deep Convolution Neural Network-Evaluation with Lung CT Images-2015

    • Author(s)
      Hayaru Shouno
    • Organizer
      International Symposium on Object Vision in Human, Monkey, and Machine
    • Place of Presentation
      東京都,調布市,電気通信大学
    • Year and Date
      2015-11-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] HoTPiG: A Novel Geometrical Feature for Vessel Morphometry and Its Application to Cerebral Aneurysm Detection2015

    • Author(s)
      Shouhei Hanaoka, Yukihiro Nomura, Mitsutaka Nemoto, Soichiro Miki, Takeharu Yoshikawa, Naoto Hayashi, Kuni Ohtomo, Yoshitaka Masutani and Akinobu Shimizu
    • Organizer
      Medical Image Computing and Computer-Assisted Intervention
    • Place of Presentation
      Gasteig, Munich, Germany
    • Year and Date
      2015-10-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Semi-supervised Based Learning for Idiopathic Interstitial Pneumonia on HRCT Images2015

    • Author(s)
      Hayaru Shouno, Shoji Kido
    • Organizer
      Intl.Conf on Parallel Distributed Processing and Applications 2015
    • Place of Presentation
      Monte Carlo Resort, LasVegas, NV. USA
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantitative Evaluation of Reconstructed Image with Filtered Back Projection Bayes Method2015

    • Author(s)
      Nodoka Iida, Hayaru Shouno, Muneyuki Sakata, Yuichi Kimura
    • Organizer
      Intl.Conf on Parallel Distributed Processing and Applications 2015
    • Place of Presentation
      Monte Carlo Resort, LasVegas, NV. USA
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of function of rectified linear unit used in deep learning2015

    • Author(s)
      K. Hara, D. Saito, H. Shouno
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Killarney Convention Center, Killarney, Ireland
    • Year and Date
      2015-07-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep convolutional network neocognitron: Improved Interpolating-Vector2015

    • Author(s)
      K. Fukushima, H. Shouno
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Killarney Convention Center, Killarney, Ireland
    • Year and Date
      2015-07-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Diffuse Lung Disease Pattern Recognition with Deep Convolutional Neural Network2015

    • Author(s)
      Hayaru Shouno, Satoshi Suzuki, Shoji Kido
    • Organizer
      Asia Pacific Conference on Vision
    • Place of Presentation
      Monte Carlo Resort, LasVegas, NV. USA
    • Year and Date
      2015-07-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Bleeding classification on wireless capsule endoscopy images using deep convolutional neural network2015

    • Author(s)
      R.Shahril, A. Saito, A Shimizu, S. Baharun, A.K.M.M. Islam
    • Organizer
      Computer Assisted Radiology and Surgery 2015
    • Place of Presentation
      Hotel NH Constanza, Barcelona, Spain
    • Year and Date
      2015-06-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 死亡時CT像からの肺野セグメンテーションに関する検討2015

    • Author(s)
      立花幸子,山本正二,縄野 繁,清水昭伸
    • Organizer
      電子情報通信学会
    • Place of Presentation
      沖縄,石垣島
    • Year and Date
      2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] グラフカットエネルギーの自動設計法に関する検討2015

    • Author(s)
      萩原康平,斉藤篤,縄野繁,清水昭伸
    • Organizer
      電子情報通信学会
    • Place of Presentation
      沖縄,石垣島
    • Year and Date
      2015-03-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] Improvement of abdominal multi-organ segmentation using a relaxed conditional hierarstical statistical shape model2015

    • Author(s)
      Reito Oshima, Atsushi Saito, Akinobu Shimizu, Shigeru Nawano
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA)
    • Place of Presentation
      National Cheng Kung University,Taiwan
    • Year and Date
      2015-01-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multi-atlas based multi-organ segmentation from an abdominal CT volume2015

    • Author(s)
      Kohei Yamashita, Akinobu Shimizu, Shigeru Nawano
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA)
    • Place of Presentation
      National Cheng Kung University,Taiwan
    • Year and Date
      2015-01-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] A deep learning based rib fracture detection algorithm for autopsy imaging2015

    • Author(s)
      Yusuke Takata, Seiji Yamamoto, Akinobu Shimizu
    • Organizer
      International Forum on Medical Imaging in Asia (IFMIA)
    • Place of Presentation
      National Cheng Kung University,Taiwan
    • Year and Date
      2015-01-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] セグメンテーションと事前形状の同時最適化のための一手法の提案と膵臓セグメンテーションへの応用2014

    • Author(s)
      斉藤篤,縄野繁,清水昭伸
    • Organizer
      電子情報通信学会
    • Place of Presentation
      東京,統計数理研究所
    • Year and Date
      2014-09-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] 死後CT像のテクスチャ解析による死因・死後経過時間推定2014

    • Author(s)
      平野靖,時安竣一,XU Rui,橘理恵,木戸尚治,斉藤篤,清水昭伸
    • Organizer
      日本医用画像工学会
    • Place of Presentation
      東京,東京慈恵会医科大学
    • Year and Date
      2014-07-24
    • Related Report
      2014 Annual Research Report
  • [Book] Autopsy imagingガイドライン2015

    • Author(s)
      今井裕,高野英行,山本正二 編集 長谷川巌,他53名
    • Total Pages
      190
    • Publisher
      ベクトル・コア
    • Related Report
      2015 Annual Research Report
  • [Book] Condition Relaxation in Conditional Statistical Shape Models, In : Subspace Methods for Pattern Recognition in Intelligent Environment2014

    • Author(s)
      Elco Oost, Sho Tomoshige and Akinobu Shimizu
    • Total Pages
      199
    • Publisher
      Springer Berlin Heidelberg
    • Related Report
      2014 Annual Research Report
  • [Remarks] 新学術領域「計算解剖学」のウェブページ

    • URL

      http://www.comp-anatomy.org/wiki/

    • Related Report
      2015 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像処理装置、方法、およびプログラム2015

    • Inventor(s)
      清水昭伸,斉藤篤
    • Industrial Property Rights Holder
      清水昭伸,斉藤篤
    • Industrial Property Rights Type
      特許
    • Filing Date
      2015-10-13
    • Related Report
      2015 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 画像処理装置、方法、及びプログラム2014

    • Inventor(s)
      清水昭伸,斉藤 篤
    • Industrial Property Rights Holder
      東京農工大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-169911
    • Filing Date
      2014-08-22
    • Related Report
      2014 Annual Research Report

URL: 

Published: 2014-11-20   Modified: 2022-01-31  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi