{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00216456","sets":["1164:4402:10858:10859"]},"path":["10859"],"owner":"44499","recid":"216456","title":["手作り作品の紹介画像と説明文に基づく作家識別"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-02-14"},"_buckets":{"deposit":"fd9a45d9-c23f-43c8-929b-20d817c7fd99"},"_deposit":{"id":"216456","pid":{"type":"depid","value":"216456","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"手作り作品の紹介画像と説明文に基づく作家識別","author_link":["558831","558833","558832"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"手作り作品の紹介画像と説明文に基づく作家識別"},{"subitem_title":"Identification of the creator based on the featured image and description of the handmade work","subitem_title_language":"en"}]},"item_type_id":"4","publish_date":"2022-02-14","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"九州大学大学院システム情報科学府"},{"subitem_text_value":"九州大学大学院システム情報科学府／ペパボ研究所"},{"subitem_text_value":"九州大学大学院システム情報科学府／九州大学大学院システム情報科学院"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Information Science and Electrical Engineering, Kyushu University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Electrical Engineering, Kyushu University / Pepabo R&D Institute, GMO Pepabo, Inc.","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Electrical Engineering, Kyushu University / Factory of Information Science and Electrical Engineering, Kyushu 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/216456/files/IPSJ-ICS22205003.pdf","label":"IPSJ-ICS22205003.pdf"},"date":[{"dateType":"Available","dateValue":"2024-02-14"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ICS22205003.pdf","filesize":[{"value":"1.0 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"25"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"31af1f75-c737-40d5-9c8a-884045c776b9","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"田中, 大生"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"三宅, 悠介"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"峯, 恒憲"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11135936","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":"2188-885X","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究では，手作り作品の写真画像と紹介文のデータをもとに，作家識別を行うモデルを提案する．作品の作家識別性能の高いモデルは，その作品の特徴説明だけでなく，同じ特徴を持つ作品の検索や推薦にも利用できる．本研究では，手作り作品のデータのうち，写真画像，紹介文（説明文，タイトル）を用いた作家識別を行うモデルを提案する．評価実験の結果，写真画像もしくは紹介文を入力として扱うモデルと比較して，MicroF1 値で 2% および 5% の精度向上ができた．この実験から，手作り作品の画像データの情報を紹介文で補足することで作家識別の精度が向上する事が分かった．その後，写真画像の内容を紹介文で説明することを目標に，物体検出を行った結果を用いて作家識別を行った．評価実験の結果，物体検出の結果は，作家識別精度と関連が強いことは確認できたものの，物体検出の結果だけを用いて，作家識別を行うことは困難であることも確認した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告知能システム（ICS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-02-14","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"3","bibliographicVolumeNumber":"2022-ICS-205"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":216456,"updated":"2025-01-19T15:50:30.913798+00:00","links":{},"created":"2025-01-19T01:17:03.864989+00:00"}