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

Upgrading of the CT image database by automatically attaching the meta-information

Research Project

Project/Area Number 26330134
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionGifu University

Principal Investigator

ZHOU XIANGRONG  岐阜大学, 大学院医学系研究科, 助教 (00359738)

Research Collaborator FUJITA Hiroshi  
AZUMA Kagaku  
KATO Hiroki  
WANG Song  
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsデータベースシステム / 医用画像処理 / 解剖学的構造の自動認識 / データベース / 医用画像 / 解剖構造 / 深層学習 / 計算機支援診断 / 手術計画支援 / 3Dプリンタ / 機械学習 / 3D Printing / 体幹部CT画像 / 臓器の位置検出
Outline of Final Research Achievements

In this work, we collected a large number of three-dimensional CT images. The anatomical structures and local image appearances in those images were arranged. We developed a machine-learning based approach to recognize and extract anatomical structures automatically from the CT images, and integrated that information into the database. We applied the database to predicting the risk of breast cancers and vertebral fractures in preventive medicine, and 3D printing of the patient specific models for uterus surgical planning.The aim of this work of “Upgrading of the CT image database by automatically attaching the meta-information” was almost realized.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (32 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (3 results) Journal Article (10 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 10 results,  Acknowledgement Compliant: 4 results,  Open Access: 3 results) Presentation (15 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results) Book (1 results) Remarks (3 results)

  • [Int'l Joint Research] University of South Carolina(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Western Ontario London(Canada)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Western Ontario(カナダ)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Evaluation of pre-surgical models for uterine surgery by use of three-dimensional printing and mold casting2017

    • Author(s)
      Sayed Ahmad Zikri Sayed Aluwee, Xiangrong Zhou. Hiroki KATO, Hiroshi MAKINO, Chisako MURAMATSU, Takeshi HARA, Masayuki MATSUO, Hiroshi FUJITA
    • Journal Title

      Radiological Physics and Technology

      Volume: - Issue: 3 Pages: 279-285

    • DOI

      10.1007/s12194-017-0397-2

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Normal model construction for statistical image analysis of torso FDG-PET images based on anatomical standardization by CT images from FDG-PET/CT devices2017

    • Author(s)
      K. Takeda, T. Hara, X. Zhou, T. Katafuchi, M. Kato, S. Ito, K. Ishihara, S. Mumita, and H. Fujita
    • Journal Title

      Int J. CARS

      Volume: - Issue: 5 Pages: 777-787

    • DOI

      10.1007/s11548-017-1526-4

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] First trial and evaluation of anatomical structure segmentations in 3D CT images based only on deep learning2016

    • Author(s)
      X. Zhou, T. Ito, R. Takayama, S. Wang, T. Hara, and H. Fujita
    • Journal Title

      Medical Image and Information Sciences

      Volume: 33 Pages: 69-74

    • NAID

      130005249491

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Classification of teeth in cone-beam CT using deep convolutional neural network2016

    • Author(s)
      Y.Miki, C.Muramatsu, T.Hayashi, X.Zhou, T.Hara, A.Katsumata, and H.Fujita
    • Journal Title

      Computers in Biology and Medicine

      Volume: 80 Pages: 24-29

    • DOI

      10.1016/j.compbiomed.2016.11.003

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Magnetic resonance imaging of uterine fibroids: A preliminary investigation into the usefulness of 3D-rendered images for surgical planning2015

    • Author(s)
      S. A. Z. B. S.Aluwee, H.Kato, X.Zhou, T.Hara, H.Fujita, M.Kanematsu, T.Furui, R.Yano, N.Miyai, and K.Morishige
    • Journal Title

      SpringerPlus

      Volume: 4 Issue: 1 Pages: 1-8

    • DOI

      10.1186/s40064-015-1170-9

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Advanced automatic method for detecting maxillary sinusitis on dental panoramic radiographs2015

    • Author(s)
      三木勇磨, 原 武史, 村松千左子, 林 達郎, 勝又明敏, 周 向栄, 藤田広志
    • Journal Title

      Medical Imaging and Information Sciences

      Volume: 32 Issue: 4 Pages: 77-80

    • DOI

      10.11318/mii.32.77

    • NAID

      130005116556

    • ISSN
      0910-1543, 1880-4977
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quantitative analysis of torso FDG-PET scans by using anatomical standardization of normal cases from thorough physical examinations2015

    • Author(s)
      T.Hara, T.Kobayashi, S.Ito, X.Zhou, T.Katafuchi, and H.Fujita
    • Journal Title

      PLOS ONE

      Volume: 10 Issue: 5 Pages: 1-16

    • DOI

      10.1371/journal.pone.0125713

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Blind image quality assessment using the joint statistics of generalized local binary pattern2015

    • Author(s)
      M.Zhang, C.Muramatsu, X.Zhou, T.Hara, and H.Fujita
    • Journal Title

      IEEE Signal Processing Letters

      Volume: 22 Issue: 2 Pages: 207-210

    • DOI

      10.1109/lsp.2014.2326399

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development and evaluation of statistical shape modeling for principal inner organs on torso CT images2014

    • Author(s)
      Xiangrong Zhou
    • Journal Title

      Radiological Physics and Technology

      Volume: 7 Issue: 2 Pages: 1-7

    • DOI

      10.1007/s12194-014-0261-6

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] 位置特徴量の導入と特徴量選択による頸動脈石灰化の自動検出法の改良2014

    • Author(s)
      高橋 龍,村松千左子,原 武史,林 達郎,勝又明敏,周 向栄,藤田広志
    • Journal Title

      日本放射線技術学会雑誌

      Volume: 70 Pages: 526-533

    • NAID

      130004486929

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Image segmentation only based on deep learning2017

    • Author(s)
      X. Zhou
    • Organizer
      第73回日本放射線技術学会総会学術大会
    • Place of Presentation
      横浜市,日本
    • Year and Date
      2017-04-13
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Automated segmentation of 3D anatomical structures on CT images by using a deep convolutional network based on end-to-end learning approach2017

    • Author(s)
      X. Zhou, R. Takayama, S. Wang, T. Hara, and H. Fujita
    • Organizer
      SPIE Medical Imaging 2017
    • Place of Presentation
      Orlando, FL, USA
    • Year and Date
      2017-02-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated assessment of breast tissue density in non-contrast 3D CT images without image segmentation based on a deep CNN2017

    • Author(s)
      X. Zhou, T. Kano, S. Li, Xin. Zhou, T. Hara, R.Yokoyama, and H.Fujita
    • Organizer
      SPIE Medical Imaging 2017
    • Place of Presentation
      Orlando, FL, USA
    • Year and Date
      2017-02-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Three-dimensional CT image segmentation by combining 2D fully convolutional network with 3D majority voting2016

    • Author(s)
      X. Zhou, T. Ito, R. Takayama, S. Wang, T. Hara, and H. Fujita
    • Organizer
      2nd Workshop on Deep Learning in Medical Image Analysis, MICCAI 2016
    • Place of Presentation
      Athens, Greece
    • Year and Date
      2016-10-17
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Elastic organ models by using 3D printed mold from MR images2016

    • Author(s)
      S. A. Z. B. S.Aluwee, X.Zhou, H.Kato, T.Hara, H.Fujita, M.Kanematsu, T.Furui, R.Yano, N.Miyai, and K.Morishige
    • Organizer
      JSRT2016
    • Place of Presentation
      Pacifico-Yokohama, Yokohama, Japan
    • Year and Date
      2016-04-14
    • Related Report
      2015 Research-status Report
  • [Presentation] Automatic quantification of mammary glands on non-contrast X-ray CT by using a novel segmentation approach2016

    • Author(s)
      X.Zhou, T.Kano, Y.Cai, S.Li, X.Zhou, T.Hara, R.Yokoyama, and H.Fujita
    • Organizer
      SPIE Medical Imaging 2016: Computer-Aided Diagnosis
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2016-02-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Three modality image registration of brain SPECT/CT and MR images for quantitative analysis of dopamine transporter imaging2016

    • Author(s)
      Y.Yamaguchi, Y.Takeda, T.Hara, X.Zhou, M.Matsusako, Y.Tanaka, K.Hosoya, T.Nihei, T.Katafuchi, and H.Fujita
    • Organizer
      SPIE Medical Imaging 2016: Biomedical Applications in Molecular, Structural, and Functional Imaging
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2016-02-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automated recognition of the iliac muscle and modeling of muscle fiber direction in torso CT images2016

    • Author(s)
      N.Kamiya, X.Zhou, K.Azuma, C.Muramatsu, T.Hara, and H.Fujita
    • Organizer
      SPIE Medical Imaging 2016: Computer-Aided Diagnosis
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2016-02-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automatic segmentation of anatomical structures in 3D CT images based only on deep learning2016

    • Author(s)
      X. Zhou
    • Organizer
      第18回医用画像認知学会
    • Place of Presentation
      熊本市,日本
    • Related Report
      2016 Annual Research Report
  • [Presentation] Efficient investigation of surgery planning of uterine fibroid removal by using 2D MR images, 3D advanced visualization and physical models from 3D printing2015

    • Author(s)
      X.Zhou, S. A. Z. B. S.Aluwee, H.Kato, T.Hara, H.Fujita, M.Kanematsu, T.Furui, R.Yano, N.Miyai, and K.Morishige
    • Organizer
      RSNA2015
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2015-11-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automatic anatomy partitioning of the torso region on CT images by using multiple organ localizations with a group-wise calibration technique2015

    • Author(s)
      Xiangrong Zhou, Syoichi Morita, Xinxin Zhou, Huayue Chen, Takeshi Hara, Ryujiro Yokoyama, Masayuki Kanematsu, Hiroaki Hoshi, Hiroshi Fujita
    • Organizer
      SPIE Medical Imaging 2015: Computer-Aided Diagnosis
    • Place of Presentation
      Orlando, FL, USA
    • Year and Date
      2015-02-21 – 2015-02-26
    • Related Report
      2014 Research-status Report
  • [Presentation] A02-3 Function integrated diagnostic assistance based on multidisciplinary computational anatomy : Plan of five years and progress overview FY20142015

    • Author(s)
      H.Fujita, T.Hara, X.Zhou, H.Chen, D.Fukuoka, N.Kamiya, M.Kanematsu, T.Katafuchi, C.Muramatsu, A.Teramoto, and Y.Uchiyama
    • Organizer
      the First International Symposium on the Project Multidisciplinary Computational Anatomy
    • Place of Presentation
      福岡,日本
    • Year and Date
      2015-02-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Automatic Partitioning Torso CT Images based on Anatomical Definition and its Performance Evaluation by using a Large Dataset2014

    • Author(s)
      X. Zhou, S Morita; T Hara, R Yokoyama; H Chen; M Kanematsu, H. Fujitsu
    • Organizer
      RSNA 2014(第100回北米放射線学会)
    • Place of Presentation
      Chicago, IL, USA
    • Year and Date
      2014-11-30 – 2014-12-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Does the Background Removal Tool used on Nature Pictures Work Well for Organ Segmentations on 3D CT Images?2014

    • Author(s)
      X Zhou, T Ito; T Hara, R Yokoyama; H Chen; M Kanematsu, H.Fujita
    • Organizer
      RSNA 2014(第100回北米放射線学会)
    • Place of Presentation
      Chicago, IL, USA
    • Year and Date
      2014-11-30 – 2014-12-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Model Construction for Computational Anatomy: Progress Overview FY2009-FY20132014

    • Author(s)
      H.Fujita, T.Hara, X.Zhou, C.Muramatsu, N.Kamiya, M.Zhang, D.Fukuoka, Y.Hatanaka, T.Matsubara, A.Teramoto, Y.Uchiyama, H.Chen, and H.Hoshi
    • Organizer
      Fifth International Symposium on the Project Computational Anatomy
    • Place of Presentation
      東京,日本
    • Year and Date
      2014-08-05
    • Related Report
      2014 Research-status Report
  • [Book] Computational Intelligence in Biomedical Imaging (Chapter 7: Computer-aided image analysis for vertebral anatomy on X-ray CT images)2014

    • Author(s)
      T.Hayashi, H.Chen, K.Miyamoto, X.Zhou, T.Hara, and H.Fujita
    • Total Pages
      397
    • Publisher
      Springer
    • Related Report
      2014 Research-status Report
  • [Remarks] 公刊物目録

    • URL

      http://www.fjt.info.gifu-u.ac.jp/publication/index.html

    • Related Report
      2016 Annual Research Report
  • [Remarks] 公刊物目録

    • URL

      http://www.fjt.info.gifu-u.ac.jp/publication/pub.html#---2016---

    • Related Report
      2015 Research-status Report
  • [Remarks] 公刊物目録

    • URL

      http://www.fjt.info.gifu-u.ac.jp/publication/

    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2022-02-16  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi