{"created":"2025-01-19T01:17:26.964873+00:00","updated":"2025-01-19T15:40:52.089631+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00216938","sets":["1164:4619:10826:10881"]},"path":["10881"],"owner":"44499","recid":"216938","title":["医学概念情報を利用した医療画像に対するキャプション生成手法の提案"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-03-03"},"_buckets":{"deposit":"261df014-c70d-453c-8250-b0ca21c7d799"},"_deposit":{"id":"216938","pid":{"type":"depid","value":"216938","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"医学概念情報を利用した医療画像に対するキャプション生成手法の提案","author_link":["561032","561040","561031","561034","561035","561037","561039","561036","561038","561033"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"医学概念情報を利用した医療画像に対するキャプション生成手法の提案"},{"subitem_title":"Medical Image Captioning with Information based on Medical Concepts","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"セッション2-A ","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2022-03-03","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"豊橋技術科学大学 情報・知能工学系"},{"subitem_text_value":"豊橋技術科学大学 情報・知能工学系"},{"subitem_text_value":"医療法人澄心会豊橋ハートセンター"},{"subitem_text_value":"医療法人澄心会豊橋ハートセンター"},{"subitem_text_value":"豊橋技術科学大学 情報・知能工学系"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Toyohashi University of Technology","subitem_text_language":"en"},{"subitem_text_value":"Toyohashi University of Technology","subitem_text_language":"en"},{"subitem_text_value":"Toyohashi Heart Center","subitem_text_language":"en"},{"subitem_text_value":"Toyohashi Heart Center","subitem_text_language":"en"},{"subitem_text_value":"Toyohashi University of Technology","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/216938/files/IPSJ-CVIM22229007.pdf","label":"IPSJ-CVIM22229007.pdf"},"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CVIM22229007.pdf","filesize":[{"value":"3.3 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"0","billingrole":"20"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_login","version_id":"00e44171-321c-4f18-90bf-8ffa13f75e85","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 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":"常田, 陸史"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"浅川, 徹也"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"清水, 一生"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"菰田, 拓之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"青野, 雅樹"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Riku, Tuneda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tetsuya, Asakawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazuki, Shimizu","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takuyuki, Komoda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Masaki, Aono","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11131797","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":"2188-8701","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"医療画像へのキャプション自動生成は医師の判断の補強となり，セカンドオピニオンとしての活躍が期待される．しかし，従来の医療画像キャプション生成は，データセット画像の画一性の高さ等の要因から，精度が低くなりやすいという課題がある．そこで本論文では，高精度な医療画像キャプション生成を目指すために，医学概念情報を利用した医療画像キャプション生成手法を提案する．医学概念情報には，UMLS で定義されている CUI（Concept Unique Identifier）コードを積極的に利用した．CLEF2021MedicalCaptionTask データセットを用いて実験を行った結果，Show，Attend and Tell のベースラインと比較して BLUE 評価尺度で高精度を達成した．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Image Captioning for medical images is expected to augment the judgment of doctors and serve as a second opinion. Medical Image Captioning is a challenging task for accurate caption generation because rich medical terminologies are entailed with captioning. In this paper, we propose a method for medical image captioning by leveraging information from medical concepts. The experiments using the CLEF2021MedicalCaptionTask dataset show that the proposed method outperforms the base line method with \"Show, Attend and Tell\"，in terms of BLEU evaluation metrics.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告コンピュータビジョンとイメージメディア（CVIM）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-03-03","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"7","bibliographicVolumeNumber":"2022-CVIM-229"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":216938,"links":{}}