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Development of an automated melanoma discrimination system

Research Project

Project/Area Number 23791295
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
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) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2011: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords自動診断支援 / ダーモスコピー / メラノーマ / 画像解析 / 国際情報交流
Research Abstract

We developed a new automated melanoma discrimination system accommodating a wide variety of pigmented skin lesions including not only melanocytic skin lesions (MSLs), but also non-melanocytic skin lesions (noMSLs). Our new system was developed on a total 658 dermoscopy images (42 melanomas, 506 benign MSLs and 110 noMSLs) and achieved a sensitivity of 97.6% and a specificity of 92.2% under the leave-one-out cross-validation test.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (27 results)

All 2013 2012 2011 Other

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (13 results) Book (2 results) Remarks (2 results)

  • [Journal Article] Extensionofautomatedmelanomascreeningfornon-melanocyticskinlesions2013

    • Author(s)
      KoheiShimizu,HitoshiIyatomi,M.EmreCelebiandKerri-AnnNorton
    • Journal Title

      International Journal of Intelligent Systems Technologies and Applications

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 非侵 襲自律神経疾患計測のための外乱に強い電 子瞳孔計の開発2013

    • Author(s)
      鬼山 勝、彌冨 仁、尾川浩一
    • Journal Title

      電子情報通信学会論文誌

      Volume: D-I, Vol.86, No.4 Pages: 867-875

    • NAID

      110009596334

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] M.Emre.Celebi, Quan Wen, Sae Hwang, Hitoshi Iyatomi and Gerald Schaefer2013

    • Author(s)
      Lesion border detection in dermoscopy images using ensembles of thresholding methods
    • Journal Title

      Skin Research and Technology

      Volume: 19,1 Issue: 1 Pages: 252-258

    • DOI

      10.1111/j.1600-0846.2012.00636.x

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extension of automated melanoma screening for non-melanocytic skin lesions2013

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

      International Journal of Intelligent Systems Technologies and Applications

      Volume: accepted

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Motion detection system accelerated by GPU for stereotactic radiosurgery2013

    • Author(s)
      Takuya Yamakawa, Koichi Ogawa, Hitoshi Iyatomi, Etsuo Kunieda, Keisuke Usui, Naoyuki Shigematsu
    • Journal Title

      Medical Imaging Technology

      Volume: accepted

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Motion detection system with GPU acceleration for stereotactic radiosurgery2012

    • Author(s)
      Takuya Yamakawa, Koichi Ogawa, Hitoshi Iyatomi, Etsuo Kunieda, Keisuke Usui, Naoyuki Shigematsu
    • Journal Title

      Medical Imaging Technology

      Volume: Vol.30, No.5 Pages: 268-278

    • NAID

      130002573588

    • URL

      http://ci.nii.ac.jp/naid/130002573588

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Automated Reconstruction Algorithm for Identification of 3D Architectures of Cribriform Ductal Carcinoma in Situ2012

    • Author(s)
      Kerri-Ann Norton, Sameera Namazi, Nicola Barnard, Mariko Fujibayashi, Gyan Bhanot, Shridar Ganesan, Hitoshi Iyatomi, Koichi Ogawa, and Troy Shinbrot
    • Journal Title

      PLoS ONE

      Volume: Vol.7, No.9 Issue: 9 Pages: e44011-e44011

    • DOI

      10.1371/journal.pone.0044011

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Three-phase general border detection method for dermoscopy images using non-uniform illumination correction2012

    • Author(s)
      Kerri-Ann Norton, Hitoshi Iyatomi, M. Emre Celebi, Mizuki Sawada, Sumiko Ishizaki, Reiko Suzaki, Ken Kobayashi, Masaru Tanaka and Koichi Ogawa
    • Journal Title

      Skin Research and Technology

      Volume: Vol.18, No.3 Issue: 3 Pages: 290-300

    • DOI

      10.1111/j.1600-0846.2011.00569.x

    • Related Report
      2012 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Lesion border detection in dermoscopy images using ensembles of thresholding methods2012

    • Author(s)
      M.Emre.Celebi, Quan Wen, Sae Hwang, Hitoshi Iyatomi and Gerald Schaefer
    • Journal Title

      Skin Research and Technology

      Volume: (accepted)

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] 褥瘡重傷度と全身的予後の関係および臨床検査値と褥瘡予後の関係-1,134例の統計的検討-2011

    • Author(s)
      石崎純子、彌冨 仁、町屋千鶴子、田中 勝
    • Journal Title

      東京女子医科大学雑誌

      Volume: 81/2 Pages: 96-101

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] ファジィ推論ニューラルネットワークを用いたメラノーマ識別とルール抽出2013

    • Author(s)
      生馬悠史、彌冨 仁
    • Organizer
      2013 年電子情報通信学会総合大会
    • Place of Presentation
      岐阜大学、岐阜県
    • Year and Date
      2013-03-20
    • Related Report
      2012 Final Research Report
  • [Presentation] 皮膚ダーモスコ ピー画像における経時変化定量のための位 置合わせ処理および色補正処理2013

    • Author(s)
      古正大二、彌冨 仁
    • Organizer
      2013 年電 子情報通信学会総合大会
    • Place of Presentation
      岐阜大学、岐阜県
    • Year and Date
      2013-03-20
    • Related Report
      2012 Final Research Report
  • [Presentation] 3D Architecture of Ductal Carcinoma in Situ From Image Reconstructions2012

    • Author(s)
      Kerri-Ann Norton, Sameera Namazi, Nicola Barnard, Mariko Fujibayashi, Gyan Bhanot, Shridar Ganesan, Hitoshi Iyatomi, Koichi Ogawa, and Troy Shinbrot
    • Organizer
      Proc. IEEE EMBS Conference on Biomedical Engineering (IECBES 2012)
    • Place of Presentation
      Langkawi, Malaysia,
    • Related Report
      2012 Final Research Report
  • [Presentation] Development of Robust Video-oculography System for Non-invasive Autonomic Nerve Quantification2012

    • Author(s)
      Masaru Kiyama, Hitoshi Iyatomi and Koichi Ogawa
    • Organizer
      Proc. IEEE EMBS Conference on Biomedical Engineering (IECBES 2012)
    • Place of Presentation
      Langkawi Malaysia
    • Related Report
      2012 Final Research Report
  • [Presentation] Extension of automated melanoma screening for non-melanocytic skin lesions2012

    • Author(s)
      Kohei Shimizu, M.Emre Celebi, Kerri-Ann Norton and Hitoshi Iyatomi
    • Organizer
      19th International Conference on Mechatronics and Machine Vision in Practice (M2VIP12)
    • Place of Presentation
      Auckland, New Zealand
    • Related Report
      2012 Final Research Report
  • [Presentation] 尋常性乾癬の病 勢定量のための基礎的な検討2012

    • Author(s)
      向井一宏、彌冨 仁
    • Organizer
      第11回情報 科学技術フォーラム (FIT2012)
    • Place of Presentation
      法政大学、東京都
    • Related Report
      2012 Final Research Report
  • [Presentation] ファジィ推論ニ ューラルネットワークを用いたメラノーマ 識別および識別ルールの自動生成2012

    • Author(s)
      生馬悠史、彌冨 仁
    • Organizer
      第103回 日本医学物理学会大会
    • Place of Presentation
      パシフィコ横浜、神奈川県
    • Related Report
      2012 Final Research Report
  • [Presentation] 3D Architecture of Ductal Carcinoma in Situ From Image Reconstructions2012

    • Author(s)
      Kerri-Ann Norton, Semeera Namazi, Mariko Fujibayashi, Shridar Ganesan, Nicola Barnard, Gyan Bhanot, Troy Shinbrot, Hitoshi Iyatomi, and Koichi Ogawa
    • Organizer
      Proc. IEEE Biomedical Engineering and Science (IECBES 2012), pp.631-635
    • Place of Presentation
      Langkawi, Malaysia
    • Related Report
      2012 Annual Research Report
  • [Presentation] Development of Robust Video-oculography System for Non-invasive Autonomic Nerve Quantification2012

    • Author(s)
      Masar Kiyama, Hitoshi Iyatomi, and Koichi Ogawa
    • Organizer
      Proc. IEEE Biomedical Engineering and Science (IECBES 2012), pp.853-856
    • Place of Presentation
      Langkawi, Malaysia
    • Related Report
      2012 Annual Research Report
  • [Presentation] Extension of automated melanoma screening for non-melanocytic skin lesions2012

    • Author(s)
      Kohei Shimizu, Hitoshi Iyatomi, Kerri-Ann Norton, and M.Emre Celebi
    • Organizer
      Proc. 19th International Conference on Mechatronics and Machine Vision in Practice, pp.16-19
    • Place of Presentation
      Auckland, New Zealand
    • Related Report
      2012 Annual Research Report
  • [Presentation] ファジィ推論ニューラルネットワークを用いたメラノーマ識別および識別ルールの自動生成2012

    • Author(s)
      生馬悠史、彌冨 仁
    • Organizer
      第103回 日本医学物理学会大会
    • Place of Presentation
      パシフィコ横浜(神奈川県)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Robust Video-oculography for Non-invasive Autonomic Nerve Quantification2011

    • Author(s)
      Masaru Kiyama, Hitoshi Iyatomi and Koichi Ogawa
    • Organizer
      33rd IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2011)
    • Place of Presentation
      Boston, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Feasibility Evaluation of a Motion Detection System with Face Images for Stereotactic Radiosurgery2011

    • Author(s)
      Takuya Yamakawa, Koichi Ogawa, Hitoshi Iyatomi and Etsuo Kunieda
    • Organizer
      33rd IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2011)
    • Place of Presentation
      Boston, USA
    • Related Report
      2011 Research-status Report
  • [Book] 医用画像工学ハンドブック2012

    • Author(s)
      日本医用画像工学会
    • Publisher
      PartII分担執筆
    • Related Report
      2012 Final Research Report
  • [Book] 医用画像工学ハンドブック2012

    • Author(s)
      尾川浩一 他多数
    • Publisher
      日本医用画像工学会
    • Related Report
      2012 Annual Research Report
  • [Remarks] メラノーマ自動診断支援サイト(皮膚科医向け)

    • URL

      http://dermoscopy.k.hosei.ac.jp

    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://kenkyu-web.i.hosei.ac.jp/Profiles/20/0001921/theses.html

    • Related Report
      2011 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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