{"created":"2025-01-19T00:58:16.660914+00:00","updated":"2025-01-20T00:05:29.989825+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00192575","sets":["1164:2036:9343:9613"]},"path":["9613"],"owner":"44499","recid":"192575","title":["機械学習による内視鏡動画像リアルタイム診断支援システムのプロトタイピング"],"pubdate":{"attribute_name":"公開日","attribute_value":"2018-11-28"},"_buckets":{"deposit":"9d46dfcf-a4dc-47ff-a9f0-603b0bd2f9f9"},"_deposit":{"id":"192575","pid":{"type":"depid","value":"192575","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"機械学習による内視鏡動画像リアルタイム診断支援システムのプロトタイピング","author_link":["449676","449656","449659","449661","449664","449665","449675","449663","449655","449668","449658","449672","449654","449681","449657","449666","449662","449674","449670","449679","449671","449678","449669","449667","449673","449653","449677","449652","449680","449660"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"機械学習による内視鏡動画像リアルタイム診断支援システムのプロトタイピング"},{"subitem_title":"Prototyping of Real-time Computer-Aided Diagnosis System for Colorectal Endoscopic Movies and Images with Machine Learning","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"システム応用","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2018-11-28","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"広島大学ナノデバイス・バイオ融合科学研究所"},{"subitem_text_value":"広島大学ナノデバイス・バイオ融合科学研究所/日本ケイデンス・デザイン・システムズ"},{"subitem_text_value":"広島大学ナノデバイス・バイオ融合科学研究所"},{"subitem_text_value":"広島大学ナノデバイス・バイオ融合科学研究所"},{"subitem_text_value":"広島大学ナノデバイス・バイオ融合科学研究所"},{"subitem_text_value":"広島大学工学研究院"},{"subitem_text_value":"広島大学工学研究院"},{"subitem_text_value":"広島大学工学研究院"},{"subitem_text_value":"JR広島病院消化器内科"},{"subitem_text_value":"JR広島病院消化器内科"},{"subitem_text_value":"広島大学大学院医歯薬総合研究科"},{"subitem_text_value":"日本ケイデンス・デザイン・システムズ"},{"subitem_text_value":"日本ケイデンス・デザイン・システムズ"},{"subitem_text_value":"日本ケイデンス・デザイン・システムズ"},{"subitem_text_value":"日本ケイデンス・デザイン・システムズ"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Research Institute for Nanodevice and Bio Systems, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Research Institute for Nanodevice and Bio Systems, Hiroshima University / Cadence Design Systems, Japan","subitem_text_language":"en"},{"subitem_text_value":"Research Institute for Nanodevice and Bio Systems, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Research Institute for Nanodevice and Bio Systems, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Research Institute for Nanodevice and Bio Systems, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Engineering, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Engineering, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Engineering, Hiroshima University","subitem_text_language":"en"},{"subitem_text_value":"Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital,","subitem_text_language":"en"},{"subitem_text_value":"Department of Gastroenterology, Medical Corporation JR Hiroshima Hospital,","subitem_text_language":"en"},{"subitem_text_value":"Department of Endoscopy and Medicine, Biomedical and Health Science, Hiroshima University,","subitem_text_language":"en"},{"subitem_text_value":"Cadence Design Systems,","subitem_text_language":"en"},{"subitem_text_value":"Cadence Design Systems,","subitem_text_language":"en"},{"subitem_text_value":"Cadence Design Systems,","subitem_text_language":"en"},{"subitem_text_value":"Cadence Design Systems,","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/192575/files/IPSJ-SLDM18185003.pdf","label":"IPSJ-SLDM18185003.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SLDM18185003.pdf","filesize":[{"value":"2.8 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"10"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"1e7d7c64-6496-4dee-9fce-585b96cd1dc6","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2018 by the Institute of Electronics, Information and Communication Engineers This SIG report is only available to those in membership of the SIG."}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"岡本, 拓巳"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"小田川, 真之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"竹林, 光治郎"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"長野, 幹央"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"小出, 哲士"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"玉木, 徹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Bisser, Raytchev"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"金田, 和文"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"吉田, 成人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"三重野, 寛"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"田中, 信治"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"菅原, 崇之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"戸石, 浩司"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"辻, 雅之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"丹場, 展雄"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Takumi, Okamoto","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masayuki, Odagawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Koujirou, Takebayashi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Mikihisa, Nagano","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tetsushi, Koide","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Toru, Tamaki","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Bisser, Raytchev","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazufumi, Kaneda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shigeto, Yoshida","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiroshi, Mineno","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Shinji, Tanaka","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takayuki, Sugawara","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Hiroshi, Toishi","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masayuki, Tsuji","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Nobuo, Tamba","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11451459","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8639","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本稿では大腸 Narrow Band Imaging (NBI) 拡大内視鏡がん診断支援システム実現のため,Convolutional Neural Network (CNN) 特徴量と Support Vector Machine (SVM) 分類による大腸 NBI 拡大内視鏡動画像リアルタイム診断支援システムのプロトタイピングについて述べる.内視鏡動画における識別に影響を与える諸現象として,非拡大 ・ 拡大モードの判別,内視鏡観察時における病変部位の奥行き方向の前後移動,内視鏡システムのアップデートによる新しい内視鏡システムへの識別性能の変化を挙げ,それぞれに対して SVM 学習及び動画を入力とした識別性能評価を行った.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"In this paper, we discuss prototyping of real-time computer-aided diagnosis (CAD) system for colorectal endoscopic movies and images. Our system is using Convolutional Neural Network (CNN) as a feature extraction and Support Vector Machine (SVM) as an identifier. We introduce and estimate several phenomenons when identifing endoscopic movies, non-magnify and magnify mode of endoscope examination, moving a lesion or endoscop along the depth, and different (old and new) endoscopic system by using SVM training and identify endoscopic movies.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告システムとLSIの設計技術(SLDM)"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2018-11-28","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"3","bibliographicVolumeNumber":"2018-SLDM-185"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":192575,"links":{}}