{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00236156","sets":["6504:11678:11689"]},"path":["11689"],"owner":"44499","recid":"236156","title":["機械学習を用いた縫合画像の識別"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-03-01"},"_buckets":{"deposit":"4a386b5b-2fe0-4eab-9bb8-e38a36e9863e"},"_deposit":{"id":"236156","pid":{"type":"depid","value":"236156","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"機械学習を用いた縫合画像の識別","author_link":["645454","645456","645457","645453","645455"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"機械学習を用いた縫合画像の識別"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"人工知能と認知科学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2024-03-01","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"九州情報大"},{"subitem_text_value":"関西医大"},{"subitem_text_value":"関西医大"},{"subitem_text_value":"徳山高専"},{"subitem_text_value":"九州情報大"}]},"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/236156/files/IPSJ-Z86-6T-07.pdf","label":"IPSJ-Z86-6T-07.pdf"},"date":[{"dateType":"Available","dateValue":"2024-07-03"}],"format":"application/pdf","filename":"IPSJ-Z86-6T-07.pdf","filesize":[{"value":"366.5 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"a96a660c-3695-4714-ad2f-7371c1f336bf","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"原, 尚輝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"橋本, 大輔"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松村, 和季"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"橋爪, 善光"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"荒平, 高章"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"医療の分野では長年機械学習が注目されており、最近では深層学習を用いた画像判別などの研究が盛んにおこなわれている。本研究では縫合サンプルをもとに画像データ化をし、それをLobeというソフトを用いてモデルを作成した。結紮と結紮の間隔・縫い幅・結紮の強さの3点において評価を行った。モデルは各30枚の画像データとそれを元に加工した20枚の計50枚を用いて作成した。作成したモデルのテスト正答率は平均60%であった。正答率をより上げる事ができればそのモデルを利用して医療現場に役立つアプリケーション開発に貢献できると考えている。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"638","bibliographic_titles":[{"bibliographic_title":"第86回全国大会講演論文集"}],"bibliographicPageStart":"637","bibliographicIssueDates":{"bibliographicIssueDate":"2024-03-01","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2024"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":236156,"updated":"2025-01-19T09:22:13.776050+00:00","links":{},"created":"2025-01-19T01:38:03.178618+00:00"}