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Medical image database system using computer assisted detection (CAD) system

Research Project

Project/Area Number 26293402
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Pathobiological dentistry/Dental radiology
Research InstitutionAsahi University

Principal Investigator

Katsumta Akitshi  朝日大学, 歯学部, 教授 (30195143)

Co-Investigator(Kenkyū-buntansha) 藤田 廣志  岐阜大学, 医学(系)研究科(研究院), 教授 (10124033)
Co-Investigator(Renkei-kenkyūsha) HARA Takeshi  岐阜大学, 医学(系)研究科, 准教授 (10283285)
MATSUOKA Masato  朝日大学, 歯学部, 講師 (20199772)
IIDA Yukihiro  朝日大学, 歯学部, 講師 (60350873)
ARIJI Eiichirou  愛知学院大学, 歯学部, 教授 (00150459)
ARIJI Yoshiko  愛知学院大学, 歯学部, 准教授 (60232063)
MURAMATSU Chisako  岐阜大学, 医学(系)研究科, 准教授 (80509422)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥16,120,000 (Direct Cost: ¥12,400,000、Indirect Cost: ¥3,720,000)
Fiscal Year 2016: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2015: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2014: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Keywordsコンピュータ支援診断・検出 / パノラマX線撮影 / 歯科用CT / コンピュータ支援検出 / 歯科X線画像 / 画像データベース / 骨粗鬆症 / 身元確認 / 医療・福祉 / 情報工学 / 歯学 / 放射線学 / 画像診断 / 歯科
Outline of Final Research Achievements

We developed computer programs that scans dental panoramic radiographs and dental cone-beam CT images to screen possible osteoporosis and to detect the type of tooth.
These programs were evaluated using clinical images in a certified dental image library that established for this project.
The diagnostic sensitivity to detect possible osteoporosis was 94.5%, and the specificity was 94.9%. An algorism using deep convolutional neural network enabled to classified the type tooth correctly in more than 90% of cases.

Report

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

    (23 results)

All 2017 2016 2015 2014

All Journal Article (12 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 11 results,  Acknowledgement Compliant: 4 results,  Open Access: 3 results) Presentation (11 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results)

  • [Journal Article] Tooth labeling in cone-beam CT using deep convolutional neural network for forensic identification.2017

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

      Proceedings of SPIE

      Volume: 10134E Pages: 1-6

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of age-related changes with cross-sectional CT imaging of teeth.2017

    • Author(s)
      Fukui T, Kita K, Kamemoto H, Nishiyama W, Yoshida H, Iida Y, Katsumata A, Muramatsu C, Fujita H
    • Journal Title

      Proceedings of SPIE

      Volume: 10134C Pages: 1-6

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification of teeth in cone-beam CT using deep convolutional neural network.2017

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

      Computers in Biology and Medicine

      Volume: 80 Pages: 24-29

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Quantitative assessment of mandibular cortical erosion on dental panoramic radiographs for screening osteoporosis.2016

    • Author(s)
      Muramatsu C, Horiba K, Hayashi T, Fukui T, Hara T, Katsumata A, Fujita H.
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 11 Pages: 2021-2032

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 骨粗髭症スクリーニングのためのコンピュータによる 下顎骨下縁皮質骨X 線画像解析法2016

    • Author(s)
      勝又明敏,藤田廣志,田口 明,有地淑子,有地榮一郎
    • Journal Title

      口腔科学会雑誌

      Volume: 65 Pages: 256-263

    • NAID

      130007331664

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] パノラマX線写真における下顎皮質骨厚さへの影響因子2016

    • Author(s)
      福井達真、勝又明敏、藤原 周
    • Journal Title

      歯科放射線

      Volume: 55 Pages: 51-59

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Utilization of computer-aided detection system in diagnosing unilateral maxillary sinusitis on panoramic radiographs2016

    • Author(s)
      Y.Ohashi, Y.Ariji, A.Katsumata, H.Fujita, M.Nakayama, M.Fukuda, M.Nozawa, and E.Ariji
    • Journal Title

      Dentomaxillofacial Radiology

      Volume: 45 Issue: 3 Pages: 20150419-20150419

    • DOI

      10.1259/dmfr.20150419

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [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 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Automated detection for carotid artery calcifications in dental panoramic radiographs2015

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

      Medical Imaging and Information Sciences

      Volume: 32 Issue: 3 Pages: 68-70

    • DOI

      10.11318/mii.32.68

    • NAID

      130005099503

    • ISSN
      0910-1543, 1880-4977
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Application of telemedicine to assess mandibular cortical width on panoramic images of dental patients in the Lao People's Democratic Republic2015

    • Author(s)
      Sisounthone J,Ejima K, Nakajima I, Honda K, Hosono S,Vongsa S, Matsumoto K,Kuwata F, H Aboshi, Sidaphone B, Lyvongsa A, Ngonephady S, Sitthiphanh A, Otsuka K, Katsumata A, Fujita H.
    • Journal Title

      Oral Radiology

      Volume: 31 Issue: 3 Pages: 1-5

    • DOI

      10.1007/s11282-015-0198-4

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] X線写真における上顎洞領域の半自動決定法2015

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

      信学技報

      Volume: IEICE-114 Pages: 111-114

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 歯科画像診断の最新事情2014

    • Author(s)
      勝又明敏
    • Journal Title

      医用画像情報学会雑誌

      Volume: 31(4) Pages: 65-69

    • Related Report
      2014 Annual Research Report
  • [Presentation] パノラマX線画像によるビスフォスフォネート製剤投与患者における下顎骨変化の評価2016

    • Author(s)
      有地淑子、久保了大、谷口 透、勝又明敏、有地榮一郎
    • Organizer
      日本歯科放射線学会  第21回臨床画像大会
    • Place of Presentation
      東京
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] Prodress of computer aided detection (CADe) in dentistry.2016

    • Author(s)
      Katsumata A
    • Organizer
      CARS2016 30th International Congress and Exhibition
    • Place of Presentation
      ハイデルベルグ ドイツ
    • Year and Date
      2016-06-21
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Automated detection of possible osteoporosis using the mandibular cortical index.2016

    • Author(s)
      Katsumata, A. Fukui T, Horiba K, Muramatsu C, Hara T, Fujita H, Hayashi T
    • Organizer
      AADR(アメリカ歯科研究学会)
    • Place of Presentation
      ロサンゼルス
    • Year and Date
      2016-03-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Learningを用いた歯科パノラマX線画像における歯の分類2016

    • Author(s)
      柳下侑大,村松千左子,周 向栄,西山 航,林 達郎,原 武史,勝又明敏,藤田広志
    • Organizer
      第176回 医用画像情報学会
    • Place of Presentation
      高松
    • Related Report
      2016 Annual Research Report
  • [Presentation] Evaluation of Mandibular Cortex Erosion using Texture Features for Estimating Osteoporotic Risk.2015

    • Author(s)
      Takahashi R, Katsumata A, Muramatsu C, Hayashi T, Hara T, Fujita H.
    • Organizer
      RSNA 2015 (Radiological Society of North America)
    • Place of Presentation
      シカゴ
    • Year and Date
      2015-11-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated Evaluation of the Alveolar Bone Loss in Dental Panoramic Radiographs.2015

    • Author(s)
      Horiba K, Fukui T, Muramatsu C, Katsumata A, Hara T, Fujita H, Hayashi T
    • Organizer
      RSNA 2015 (Radiological Society of North America)
    • Place of Presentation
      シカゴ
    • Year and Date
      2015-11-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computerized Detection of Maxillary Sinusitis Using Contralateral Subtraction Technique2015

    • Author(s)
      Miki Y, Hara T, Muramatsu C, Hayashi T, Katsumata A, Fujita H.
    • Organizer
      RSNA 2015 (Radiological Society of North America)
    • Place of Presentation
      シカゴ
    • Year and Date
      2015-11-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated Detection of Carotid Artery Calcifications on Dental Panoramic Radiographs: Patient-specific Localization of Regions of Interest.2015

    • Author(s)
      Muramatsu C, Katsumata A, Hayashi T, Hara T, Fujita H
    • Organizer
      RSNA 2015 (Radiological Society of North America)
    • Place of Presentation
      シカゴ
    • Year and Date
      2015-11-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 歯科パノラマX線写真における解剖学的位置情報を考慮した上顎洞異常の自動検出法の高度化.2015

    • 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
    • Organizer
      日本医用画像工学会(JAMIT 2015)(第34回大会)
    • Place of Presentation
      千葉
    • Year and Date
      2015-07-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated classification of mandibular cortical bone on dental panoramic radiographs for early detection of osteoporosis2015

    • Author(s)
      Horiba K, Muramastu C, Hayashi T, Fukui T, Hara T, Katsumata A, Fujita H
    • Organizer
      SPIE Med Imaging
    • Place of Presentation
      Orlando
    • Year and Date
      2015-02-22 – 2015-02-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] CAD システムによる下顎骨下縁皮質骨厚さの計測 ―ロジスティック回帰分析による検討―2014

    • Author(s)
      福井達真,勝又明敏,柴田俊一,藤原 周,山内六男
    • Organizer
      日本口腔インプラント学会 第35回中部支部大会
    • Place of Presentation
      長崎市
    • Year and Date
      2014-12-06
    • Related Report
      2014 Annual Research Report

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Published: 2014-04-04   Modified: 2025-04-15  

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