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Reliable melanoma discrimination system offers grounds of the decision

Research Project

Project/Area Number 26461666
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Dermatology
Research InstitutionHosei University

Principal Investigator

IYATOMI Hitoshi  法政大学, 理工学部, 准教授 (10386336)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords自動診断支援 / メラノーマ / 深層学習 / 画像解析 / 機械学習 / 自動診断 / deep learning / 画像診断
Outline of Final Research Achievements

We have investigated to build a reliable melanoma discrimination system capable of providing grounds for the decision. Our model successfully estimates all items defined in commonly used clinical findings for melanoma, i.e. a total 15 items defined in ABCD rule and 7-point checklist. We also developed efficient pre-processing techniques for melanoma discrimination for deep learning approach. Our method reduced time-consuming training time to less than 1/9, but it attained superior performance in discriminating melanomas to expert dermatologists.

Report

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

    (19 results)

All 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (6 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 5 results,  Open Access: 2 results) Presentation (9 results) (of which Int'l Joint Research: 2 results,  Invited: 2 results) Book (1 results) Remarks (1 results)

  • [Int'l Joint Research] Louisiana State University(米国)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Loughborough University(United Kingdom)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Simple and Effective Pre-processing for Automated Melanoma Discrimination based on cytological findings2016

    • Author(s)
      Takuya Yoshida, M.Emre Celebi, Gerald Scahefer and Hitoshi Iyatomi
    • Journal Title

      IEEE Proc. Big Data

      Volume: 1 Pages: 3439-3442

    • DOI

      10.1109/bigdata.2016.7841005

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Building of the readable decision trees for automated melanoma discrimination2015

    • Author(s)
      Keiichi Ohki, M.Emre Celebi, Gerald Schaefer and Hitoshi Iyatomi
    • Journal Title

      Lectures Notes in Computer Science

      Volume: 9475/2 Pages: 712-721

    • DOI

      10.1007/978-3-319-27863-6_67

    • ISBN
      9783319278629, 9783319278636
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Basic study of automated diagnosis for viral plant diseases with convolutional neural networks2015

    • Author(s)
      Yusuke Kawasaki, Hiroyuki Uga, Satoshi Kagiwada, and Hitoshi Iyatomi
    • Journal Title

      Lectures Notes in Computer Science

      Volume: 9475/2 Pages: 638-645

    • DOI

      10.1007/978-3-319-27863-6_59

    • NAID

      130005488187

    • ISBN
      9783319278629, 9783319278636
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Four-class classification of skin lesions with task decomposition strategy2015

    • Author(s)
      Kouhei Shimizu, Hitoshi Iyatomi, M. Emre Celebi, Kerri-Ann Norton, and Masaru Tanaka
    • Journal Title

      IEEE Trans. on Biomedical Engineering

      Volume: 62,1 Issue: 1 Pages: 274-283

    • DOI

      10.1109/tbme.2014.2348323

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] An ensemble classification approach for melanoma diagnosis2014

    • Author(s)
      Gerald Schaefer, Bartosz Krawczyk, M. Emre Celebi and Hitoshi Iyatomi
    • Journal Title

      Memetic computing journal

      Volume: 6 Issue: 4 Pages: 233-240

    • DOI

      10.1007/s12293-014-0144-8

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Extension of automated melanoma screening for non-melanocytic skin lesions2014

    • Author(s)
      Kohei Shimizu, Hitoshi Iyatomi, Kerri-Ann Norton, and M.Emre Celebi
    • Journal Title

      International Journal of Computer Applications in Technology

      Volume: 50.1-2 Issue: 1/2 Pages: 122-130

    • DOI

      10.1504/ijcat.2014.063914

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 畳み込みニューラルネットワークを用いたメラノーマ自動識別2016

    • Author(s)
      吉田 拓也、彌冨 仁
    • Organizer
      2016年電子情報通信学会総合大会
    • Place of Presentation
      九州大学 (福岡県、福岡市)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 深層畳み込みニューラルネットワークを用いたメラノーマ自動識別器の構築2015

    • Author(s)
      吉田 拓也、彌冨 仁
    • Organizer
      第31回ファジィシステムシンポジウム
    • Place of Presentation
      電気通信大学(東京都、調布市)
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 機械学習技術を用いた医工連携・農工連携2015

    • Author(s)
      彌冨 仁
    • Organizer
      知能情報ファジィ学会 九州支部ワークショップ2015
    • Place of Presentation
      湯の宿 海と夕やけ(熊本県、水俣市)
    • Year and Date
      2015-08-27
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] 画像解析と機械学習を用いたメラノーマ自動識別技術と、最新の認識技術動向2015

    • Author(s)
      彌冨 仁
    • Organizer
      第114回 日本皮膚科学会総会
    • Place of Presentation
      パシフィコ横浜(神奈川県、横浜市)
    • Year and Date
      2015-05-29
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Automated image registration and color calibration of dermoscopy images during the clinical follow-up2015

    • Author(s)
      Hitoshi Iyatomi, Daiji Furusho, Itaru Dekio and Masaru Tanaka
    • Organizer
      Proc. 4th World Congress of Dermoscopy and Skin Imaging
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2015-04-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Dermoscopic follow-up of 16 cases of regressing Spitz nevi2015

    • Author(s)
      Itaru Dekio, Hitoshi Iyatomi, Mizuki Sawada, Sumiko Ishizaki and Masaru Tanaka
    • Organizer
      Proc. 4th World Congress of Dermoscopy and Skin Imaging
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2015-04-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 深層畳み込みニューラルネットワークを用いたメラノーマ自動診断システムの試作2015

    • Author(s)
      吉田 拓也、彌冨 仁
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      滋賀・草津
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] 色補正処理によるメラノーマ自動識別の精度向上2015

    • Author(s)
      大木 奎一、彌冨 仁
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      滋賀・草津
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] Melanoma Classification based on Ensemble Classification of Dermoscopy Image Features2014

    • Author(s)
      Gerald Schaefer, Krawczyk Bartosz, Emre M.Celebi, Hitoshi Iyatomi, Aboul Ella Hassanien
    • Organizer
      2nd International Conference on Advanced Machine Learning Technologies and Applications (AMLTA 2014)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2014-11-28 – 2014-11-30
    • Related Report
      2014 Research-status Report
  • [Book] Dermoscopy image analysis2015

    • Author(s)
      M. Emre Celebi, Teresa Mendonca, Jorge S. Marques
    • Total Pages
      470
    • Publisher
      CRC Press
    • Related Report
      2015 Research-status Report
  • [Remarks] 法政大学 理工学部 知的情報処理研究室

    • URL

      http://www.iyatomi-lab.info

    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2022-01-27  

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