{"id":231469,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00231469","sets":["1164:2735:11166:11409"]},"path":["11409"],"owner":"44499","recid":"231469","title":["YOLOを用いた学習スピード高速化に関する萌芽的研究"],"pubdate":{"attribute_name":"公開日","attribute_value":"2023-12-04"},"_buckets":{"deposit":"cdd187d7-538e-4806-b4f9-f5fab5e5372f"},"_deposit":{"id":"231469","pid":{"type":"depid","value":"231469","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"YOLOを用いた学習スピード高速化に関する萌芽的研究","author_link":["624896","624897","624894","624895"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"YOLOを用いた学習スピード高速化に関する萌芽的研究"},{"subitem_title":"Exploratory research on accelerating learning speed using YOLO","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2023-12-04","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"奈良女子大学"},{"subitem_text_value":"奈良女子大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Nara Women's University","subitem_text_language":"en"},{"subitem_text_value":"Nara Women's University","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/231469/files/IPSJ-MPS23146015.pdf","label":"IPSJ-MPS23146015.pdf"},"date":[{"dateType":"Available","dateValue":"2025-12-04"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-MPS23146015.pdf","filesize":[{"value":"686.7 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"17"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"c904fd3a-6ba2-4c88-922f-394357e4d3ab","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2023 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"片平, 朝霞"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松本, 尚"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Asaka, Katahira","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takashi, Matsumoto","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10505667","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":"2188-8833","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"松本研究室の先行研究において，検出対象物が写った画像のみで学習した後に検出対象物を誤検出した画像を否定教師データとして追加学習を行うことで，少ない学習回数で誤検出が著しく減少することが明らかになった．この現象を物体検出器の一般的な学習に応用して，物体検出器の学習時間を短くすることが可能ではないかと考えた．本稿では，教師データを適切なタイミングで追加していくことによって，効率的に学習できるかどうかを確認している．なお，追加する画像は誤検出画像を否定教師データとして追加し，検出対象が検出できなかった画像を肯定教師データとして追加している．この手法を使用することで，従来の方法よりも高速に学習できるかどうかについて報告する．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告数理モデル化と問題解決（MPS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2023-12-04","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"15","bibliographicVolumeNumber":"2023-MPS-146"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T10:45:06.949799+00:00","created":"2025-01-19T01:31:47.561327+00:00","links":{}}