Development of an automated melanoma discrimination system

2012 Fiscal Year Final Research Report

• Project/Area Number: 23791295
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Multi-year Fund
• Research Field: Dermatology
• Research Institution: Hosei University
• Principal Investigator: IYATOMI Hitoshi 法政大学, 理工学部, 准教授 (10386336)
• Project Period (FY): 2011 – 2012
• Keywords: 自動診断支援 / ダーモスコピー / メラノーマ / 画像解析

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.

Research Products

• [Journal Article] Extensionofautomatedmelanomascreeningfornon-melanocyticskinlesions (2013)
  • Author(s): KoheiShimizu,HitoshiIyatomi,M.EmreCelebiandKerri-AnnNorton
  • Journal Title: International Journal of Intelligent Systems Technologies and Applications
  • 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
  • URL: http://search.ieice.org/bin/summary.php-id=j96-d_4_867&category=D&year=2013&la ng=J&abst=
  • Peer Reviewed
• [Journal Article] Lesion border detection in dermoscopy images using ensembles of thresholding methods (2013)
  • Author(s): M.Emre.Celebi, Quan Wen, Sae Hwang, Hitoshi Iyatomi and Gerald Schaefer
  • Journal Title: Skin Research and Technology Volume: Vol.19, No.1 Pages: 252-258
  • DOI: doi:10.1111/j.1600-0846.2012.00636.x.
  • Peer Reviewed
• [Journal Article] Motion detection system with GPU acceleration for stereotactic radiosurgery (2012)
  • 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
  • URL: http://ci.nii.ac.jp/naid/130002573588
  • Peer Reviewed
• [Journal Article] An Automated Reconstruction Algorithm for Identification of 3D Architectures of Cribriform Ductal Carcinoma in Situ (2012)
  • 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 Pages: e44011
  • DOI: doi:10.1371/journal.pone.0044011
  • Peer Reviewed
• [Journal Article] Three-phase general border detection method for dermoscopy images using non-uniform illumination correction (2012)
  • 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 Pages: 290-300
  • DOI: doi:10.1111/j.1600-0846.2011.00569.x
  • 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
• [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
• [Presentation] 3D Architecture of Ductal Carcinoma in Situ From Image Reconstructions (2012)
  • 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,
  • Year and Date: 20121217-1219
• [Presentation] Development of Robust Video-oculography System for Non-invasive Autonomic Nerve Quantification (2012)
  • Author(s): Masaru Kiyama, Hitoshi Iyatomi and Koichi Ogawa
  • Organizer: Proc. IEEE EMBS Conference on Biomedical Engineering (IECBES 2012)
  • Place of Presentation: Langkawi Malaysia
  • Year and Date: 20121217-1219
• [Presentation] Extension of automated melanoma screening for non-melanocytic skin lesions (2012)
  • 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
  • Year and Date: 20121128-1130
• [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
  • Year and Date: 20120904-0906
• [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
  • Year and Date: 20120412-0415
• [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
  • Total Pages: 543-549 686-691)
  • Publisher: PartII分担執筆
• [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