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Quantification of structures of skin lesion and calibration of dermoscopy images for automated melanoma diagnosis

Research Project

Project/Area Number 21791101
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Dermatology
Research InstitutionHosei University

Principal Investigator

IYATOMI Hitoshi  Hosei University, 理工学部, 専任講師 (10386336)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords悪性黒色腫(メラノーマ) / ダーモスコピー / 自動診断 / 画像解析 / 画像補正 / メラノーマ / 悪性黒色腫 / melanoma / Computer-aided diagnosis
Research Abstract

I had investigated mainly following two themes for making our Internet-based melanoma screening system fit for practical use. (1) Quantification of dermoscopic structures (2) Development of automated color calibration for dermoscopy images. For both themes, I had successfully achieved the objectives set out in the proposal. (1) Succeeded to build a recognition system that has statistically no difference with expert dermatologists in recognizing a total of 15 dermoscopic structures defined in ABCD rule and 7-point checklist. (2) Achieved equivalent color calibration performance for dermoscopy images in luminance, hue and saturation without any special devices.

Report

(3 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • Research Products

    (55 results)

All 2011 2010 2009 Other

All Journal Article (11 results) (of which Peer Reviewed: 11 results) Presentation (32 results) Book (2 results) Remarks (4 results) Patent(Industrial Property Rights) (6 results)

  • [Journal Article] Automated color calibration method for dermoscopy images2011

    • Author(s)
      Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka
    • Journal Title

      Computerized Medical Imaging and Graphics 35(2)

      Pages: 89-98

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Colour and contrast enhancement for improved skin lesion segmentation2011

    • Author(s)
      Gerald Schaefer, Maher I.Rajab, M.Emre Celebi, Hitoshi Iyatomi
    • Journal Title

      Computerized Medical Imaging and Graphics 35(2)

      Pages: 99-104

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Automated color calibration method for dermoscopy images2011

    • Author(s)
      Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka
    • Journal Title

      Computerized Medical Imaging and Graphics

      Volume: 35/2 Pages: 89-98

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Colour and contrast enhancement for improved skin lesion segmentation2011

    • Author(s)
      Gerald Schaefer, Maher I.Rajab, M.Emre Celebi, Hitoshi Iyatomi
    • Journal Title

      Computerized Medical Imaging and Graphics

      Volume: 35/2 Pages: 99-104

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computerized quantification of psoriasis lesions with color calibration : Preliminary results2009

    • Author(s)
      Hitoshi Iyatomi, Hiroshi Oka, Masafumi Hagiwara, Ayako Miyake, Masayuki Kimoto, Koichi Ogawa, Masaru Tanaka
    • Journal Title

      Clinical and Experimental Dermatology 34(7)

      Pages: 830-833

    • Related Report
      2010 Final Research Report 2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Improved Objective Evaluation Measure for Border Detection in Dermoscopy Images2009

    • Author(s)
      M.Emre Celebi, Gerald Schaefer, Hitoshi Iyatomi, William V.Stoecker, Joseph M.Malters, James M.Grichnik
    • Journal Title

      Skin Research and Technology 15(4)

      Pages: 444-450

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Approximate Lesion Localization in Dermoscopy Images2009

    • Author(s)
      M.Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer, William V.Stoecker
    • Journal Title

      Skin Research and Technology 15(3)

      Pages: 314-322

    • Related Report
      2010 Final Research Report 2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ダーモスコピーによる自動診断法2009

    • Author(s)
      田中勝、彌冨仁
    • Journal Title

      MB Derma Vol.149

      Pages: 76-82

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Lesion Border Detection in Dermoscopy Images2009

    • Author(s)
      M.Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer, William V.Stoecker
    • Journal Title

      Computerized Medical Imaging and Graphics 33(2)

      Pages: 148-153

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 劣化の少ない2値画像回転手法2009

    • Author(s)
      彌冨仁、尾川浩一
    • Journal Title

      電子情報通信学会論文誌D-II Vol.92 No.9

      Pages: 1682-1685

    • NAID

      110007361078

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Improved Objective Evaluation Measure for Border Detection in Dermoscopy Images2009

    • Author(s)
      M.Emre Celebi, Gerald Schaefer, Hitoshi Iyatomi, William V. Stoecker, Joseph M.Malters, James M. Grichnik
    • Journal Title

      Skin Research and Technology 15(4)

      Pages: 444-450

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Automated color normalization for dermoscopy Images2010

    • Author(s)
      Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka
    • Organizer
      Proc.IEEE International Conference on Image Processing (ICIP 2010)
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2010-09-29
    • Related Report
      2010 Final Research Report
  • [Presentation] Automated color normalization for dermoscopy images2010

    • Author(s)
      Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka
    • Organizer
      IEEE International Conference on Image Processing (ICIP 2010)
    • Place of Presentation
      中国、香港
    • Year and Date
      2010-09-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] Robust border detection in dermosciopy images using threshold fusion2010

    • Author(s)
      M.Emre Celebi, Sae Hwang, Hitoshi Iyatomi, Gerald Schaefer
    • Organizer
      Proc.IEEE International Conference on Image Processing (ICIP 2010)
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2010-09-28
    • Related Report
      2010 Final Research Report
  • [Presentation] Robust border detection in dermosciopy images using threshold fusion2010

    • Author(s)
      M.Emre Celebi, Sae Hwang, Hitoshi Iyatomi, Gerald Schaefer
    • Organizer
      IEEE International Conference on Image Processing (ICIP 2010)
    • Place of Presentation
      中国、香港
    • Year and Date
      2010-09-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] Quantitative and objective area extraction of tinea unguium2010

    • Author(s)
      Yasuki HATA, Hitoshi IYATOMI, Sumiko ISHIZAKI, Mizuki SAWADA, Ken KOBAYASHI, Masahiko OZEKI, Masaru TANAKA
    • Organizer
      Proc.40th European Society of Dermatological Research (ESDR) Meeting
    • Place of Presentation
      Helsinki, Finland
    • Year and Date
      2010-09-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Image analysis for senile lentigo and evaluation of therapeutic effects by hydroquinone2010

    • Author(s)
      Mizuki SAWADA, Hitoshi IYATOMI, Yoshifumi MAUMI, Ken KOBAYASHI, Reiko SUZAKI, Sumiko ISHIZAKI, Masaru TANAKA
    • Organizer
      Proc.40th European Society of Dermatological Research (ESDR) Meeting
    • Place of Presentation
      Helsinki, Finland
    • Year and Date
      2010-09-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Quantitative and objective area extraction of tinea unguium2010

    • Author(s)
      Yasuki HATA, Hitoshi IYATOMI, Sumiko ISHIZAKI, Mizuki SAWADA, Ken KOBAYASHI, Masahiko OZEKI, Masaru TANAKA
    • Organizer
      40th European Society of Dermatological Research (ESDR) Meeting
    • Place of Presentation
      フィンランド、ヘルシンキ
    • Year and Date
      2010-09-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] Image analysis for senile lentigo and evaluation of therapeutic effects by hydroquinone.2010

    • Author(s)
      Mizuki SAWADA, Hitoshi IYATOMI, Yoshifumi MAUMI, Ken KOBAYASHI, Reiko SUZAKI, Sumiko ISHIZAKI, Masaru TANAKA
    • Organizer
      40th European Society of Dermatological Research (ESDR) Meeting
    • Place of Presentation
      フィンランド、ヘルシンキ
    • Year and Date
      2010-09-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] Detection method for melanocytic and non-melanocytic dermoscopy images2010

    • Author(s)
      Kerri-Ann Norton, Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka, Koichi Ogawa
    • Organizer
      Proc.IEEE Inter national Conference of the Engineering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      Buenos Aires, Argentina
    • Year and Date
      2010-09-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Classification of melanocytic skin lesions from non-melanocytic lesions2010

    • Author(s)
      Hitoshi Iyatomi, Kerri-Ann Norton, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka, Koichi Ogawa
    • Organizer
      Proc.IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      Buenos Aires, Argentina
    • Year and Date
      2010-09-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Detection method for melanocytic and non-melanocytic dermoscopy images2010

    • Author(s)
      Kerri-Ann Norton, Hitoshi Iyatomi, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka, Koichi Ogawa
    • Organizer
      IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      アルゼンチン、ブエノスアイレス(invited)
    • Year and Date
      2010-09-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] Classification of melanocytic skin lesions from non-melanocytic lesions2010

    • Author(s)
      Hitoshi Iyatomi, Kerri-Ann Norton, M.Emre Celebi, Gerald Schaefer, Masaru Tanaka, Koichi Ogawa
    • Organizer
      IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      アルゼンチン、ブエノスアイレス(invited)
    • Year and Date
      2010-09-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] Skin lesion segmentation using an improved snake model2010

    • Author(s)
      Huiyu Zhou, Gerald Schaefer, M.Emre Celebi, Hitoshi Iyatomi, Tangwei Liu, Faquan Lin
    • Organizer
      Proc.IEEE International Conference of the Engineering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      Buenos Aires, Argentina
    • Year and Date
      2010-09-02
    • Related Report
      2010 Final Research Report
  • [Presentation] Skin lesion segmentation using an improved snake model2010

    • Author(s)
      Huiyu Zhou, Gerald Schaefer, M.Emre Celebi, Hitoshi Iyatomi, Tangwei Liu, Faquan Lin
    • Organizer
      IEEE International Conference of the Engin Bering in Medicine and Bilology Society (EMBS 2010)
    • Place of Presentation
      アルゼンチン、ブエノスアイレス
    • Year and Date
      2010-09-02
    • Related Report
      2010 Annual Research Report
  • [Presentation] Segmentation of non-melanocytic skin lesion2010

    • Author(s)
      Kerri-Ann Norton, Hitoshi Iyatomi, Koichi Ogawa
    • Organizer
      第99回日本医学物理学会学術大会
    • Place of Presentation
      横浜
    • Year and Date
      2010-04-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Segmentation of non-melanocytic skin lesion2010

    • Author(s)
      Kerri-Ann Norton, Hitoshi Iyatomi, Koichi Ogawa
    • Organizer
      第99回日本医学物理学会学術大会
    • Place of Presentation
      横浜、パシフィコ横浜
    • Year and Date
      2010-04-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 掌蹠の色素細胞母斑におけるダーモスコピーパターン別の年齢分布2009

    • Author(s)
      洲崎玲子、石崎純子、彌冨仁、田中勝
    • Organizer
      第36回皮膚かたち研究学会学術大会
    • Place of Presentation
      宮崎
    • Year and Date
      2009-11-21
    • Related Report
      2010 Final Research Report
  • [Presentation] 掌蹄の色素細胞母斑におけるダーモスコピーパターン別の年齢分布2009

    • Author(s)
      洲崎玲子、石崎純子、彌冨仁、田中勝
    • Organizer
      第36回皮膚かたち研究学会学術大会
    • Place of Presentation
      宮崎県医師会館
    • Year and Date
      2009-11-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] Automated melanoma diagnosis2009

    • Author(s)
      Hitoshi Iyatomi
    • Organizer
      The International Workshop on Medical Imaging and Visualization (MIV2009)
    • Place of Presentation
      Cairo, Egypt(Invited)
    • Year and Date
      2009-11-11
    • Related Report
      2010 Final Research Report
  • [Presentation] Automated melanoma diagnosis2009

    • Author(s)
      Hitoshi Iyatomi
    • Organizer
      The International Workshop on Medical Imaging and Visualization (MIV2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-11
    • Related Report
      2009 Annual Research Report
  • [Presentation] Skin Lesion Extraction in Dermoscopic Images Based on Colour Enhancement and Iterative Segmentation2009

    • Author(s)
      Gerald Schaefer, M.Rajab, M.Emre Celebi, Hitoshi Iyatomi
    • Organizer
      Proc.IEEE International Conference on Image Processing (ICIP 2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-10
    • Related Report
      2010 Final Research Report
  • [Presentation] Skin Lesion Extraction in Dermoscopic Images Based on Colour Enhancement and Iterative Segmentation2009

    • Author(s)
      G.Schaefer, M.Rajab, M.E.Celebi, H.Iyatomi
    • Organizer
      IEEE International Conference on Image Processing (ICIP 2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] Contrast enhancement in dermoscopy images by maximizing a histogram bimodality measure2009

    • Author(s)
      M.Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer
    • Organizer
      Proc.IEEE International Conference on Image Processing (ICIP 2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Contrast enhancement in dermoscopy images by maximizing a histogram bimodality measure2009

    • Author(s)
      M.Emre Celebi, Hitoshi Iyatomi, Gerald Schaefer
    • Organizer
      IEEE International Conference on Image Processing (ICIP 2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] Skin lesion segmentation using cooperative neural network edge detection and colour normalization2009

    • Author(s)
      Gerald Schaefer, Maher Rajab, M.Emre Celebi, Hitoshi Iyatomi
    • Organizer
      Proc.IEEE International Conference on Information Technology and Applications in Biomedicine (ITAB 2009)
    • Place of Presentation
      Larnaca, Cyprus
    • Year and Date
      2009-11-06
    • Related Report
      2010 Final Research Report
  • [Presentation] Perioperative cardiac risk prediction2009

    • Author(s)
      Hitoshi Iyatomi, Tomotaka Kasamatsu, Jun Hashimoto, M.Emre Celebi, Gerald Schaefer, Koichi Ogawa
    • Organizer
      IEEE International Conference on Information Technology and Applications in Biomedicine (ITAB 2009)
    • Place of Presentation
      Larnaca, Cyprus
    • Year and Date
      2009-11-06
    • Related Report
      2009 Annual Research Report
  • [Presentation] Skin lesion segmentation using cooperative neural network edge detection and colour normalisation2009

    • Author(s)
      Gerald Schaefer, Maher Rajab, M.Emre Celebi, Hitoshi Iyatomi
    • Organizer
      IEEE International Conference on Information Technology and Applications in Biomedicine (ITAB 2009)
    • Place of Presentation
      Larnaca, Cyprus
    • Year and Date
      2009-11-06
    • Related Report
      2009 Annual Research Report
  • [Presentation] ダーモスコピーによるメラノーマの自動診断画像解析2009

    • Author(s)
      彌冨仁
    • Organizer
      第47回日本癌治療学会学術集会(ワークショップ「メラノーマの先端医療」)
    • Place of Presentation
      横浜
    • Year and Date
      2009-10-22
    • Related Report
      2010 Final Research Report
  • [Presentation] ダーモスコピーによるメラノーマの自動診断2009

    • Author(s)
      彌冨仁、田中勝
    • Organizer
      第47回日本癌治療学会学術集会
    • Place of Presentation
      パシフィコ横浜会議センター
    • Year and Date
      2009-10-22
    • Related Report
      2009 Annual Research Report
  • [Presentation] Motion detection system with three USB cameras and an active search algorithm for stereotactic radiosurgery2009

    • Author(s)
      Go Mamiya, Etsuo Kunieda, Yohei Oku, Hitoshi Iyatomi, Koichi Ogawa
    • Organizer
      11th World Congress on Medical Physics and Biomedical Engineering
    • Place of Presentation
      Munich, Germany
    • Year and Date
      2009-09-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] 最近4年間の当院における院内褥瘡患者の統計的検討2009

    • Author(s)
      石崎純子, 彌冨仁, 町屋千鶴子, 田中勝
    • Organizer
      第11回日本褥瘡学会学術集会
    • Place of Presentation
      大阪国際会議場
    • Year and Date
      2009-09-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] 複数台カメラを用いた放射線治療のための動き検出システムの開発2009

    • Author(s)
      間宮剛、尾川浩一、彌冨仁、国枝悦夫、奥洋平
    • Organizer
      第97回日本医学物理学会学術大会
    • Place of Presentation
      パシフィコ横浜会議センター
    • Year and Date
      2009-04-18
    • Related Report
      2009 Annual Research Report
  • [Book] New Developments in Biomedical Engineering2010

    • Publisher
      In-Tech(分担執筆)
    • Related Report
      2010 Final Research Report
  • [Book] New Developments in Biomedical Engineering2010

    • Author(s)
      Hitoshi Iyatomi, et al.(Editor : Domenico Campolo)
    • Total Pages
      713
    • Publisher
      In-tech
    • Related Report
      2009 Annual Research Report
  • [Remarks] ホームページ等

    • Related Report
      2010 Final Research Report
  • [Remarks] (申請者個人のホームページ。作成しているメラノーマ自動診断システムへのリンクあり)

    • URL

      http://www.dei-k.hosei.ac.jp/iyatomi/

    • Related Report
      2010 Final Research Report
  • [Remarks] 申請者個人のホームページ。作成しているメラノーマ自動診断システムへのリンクあり

    • URL

      http://www.dei-k.hosei.ac.jp/iyatomi/

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.dei.k.hosei.ac.jp/iyatomi/

    • Related Report
      2009 Annual Research Report
  • [Patent(Industrial Property Rights)] Pigmentary Deposition Portion Remote Diagnosis System2011

    • Inventor(s)
      岡博史、田中勝、田中敏幸、彌冨仁、萩原将文、山本正男
    • Industrial Property Rights Holder
      慶應義塾大学、スカラ株式会社
    • Acquisition Date
      2011-01-06
    • Related Report
      2010 Final Research Report
  • [Patent(Industrial Property Rights)] 移動携帯端末の接近検知および通知システム、接近検知および通知サーバ、情報端末、プログラム、および記録媒体2010

    • Inventor(s)
      彌冨仁
    • Industrial Property Rights Holder
      彌冨仁
    • Industrial Property Number
      2010-083533
    • Filing Date
      2010-03-31
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Patent(Industrial Property Rights)] 色素沈着部位の遠隔診療システム2010

    • Inventor(s)
      岡博史、田中勝、田中敏幸、彌冨仁、萩原将文、山本正男
    • Industrial Property Rights Holder
      慶應義塾大学、スカラ株式会社
    • Acquisition Date
      2010-01-15
    • Related Report
      2010 Final Research Report
  • [Patent(Industrial Property Rights)] 色素沈着部位の遠隔診療システム2010

    • Inventor(s)
      岡博史、田中勝、田中敏幸, 彌冨仁、萩原将文、山本正男
    • Industrial Property Rights Holder
      慶應義塾大学、スカラ株式会社
    • Patent Publication Number
      2005-192944
    • Acquisition Date
      2010-01-15
    • Related Report
      2009 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像データ管理方法、画像データ管理装置、画像データ管理システム、プログラム、及び記録媒体2009

    • Inventor(s)
      岡博史、橋本正弘、彌冨仁
    • Industrial Property Rights Holder
      慶應義塾大学
    • Acquisition Date
      2009-05-20
    • Related Report
      2010 Final Research Report
  • [Patent(Industrial Property Rights)] 画像データ管理方法、画像データ管理装置、画像データ管理システム、プログラム、及び記録媒体2009

    • Inventor(s)
      岡博史、彌冨仁、橋本正弘
    • Industrial Property Rights Holder
      慶應義塾大学、
    • Patent Publication Number
      2006-318251
    • Acquisition Date
      2009-05-20
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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