{"id":190982,"updated":"2025-01-20T00:59:12.698749+00:00","links":{},"created":"2025-01-19T00:56:54.944077+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00190982","sets":["1164:6390:9362:9485"]},"path":["9485"],"owner":"11","recid":"190982","title":["深層学習による美的評価エンジンの開発と構図推薦カメラへの実装"],"pubdate":{"attribute_name":"公開日","attribute_value":"2018-08-23"},"_buckets":{"deposit":"af6d91ec-ecb9-4d31-b2d8-2e4c3edc5e09"},"_deposit":{"id":"190982","pid":{"type":"depid","value":"190982","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"深層学習による美的評価エンジンの開発と構図推薦カメラへの実装","author_link":["438626","438621","438623","438622","438624","438625","438620","438619"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習による美的評価エンジンの開発と構図推薦カメラへの実装"},{"subitem_title":"Development of Aesthetics Evaluation Engine based on Deep Learning and Implementation into Composition Recommendation Camera","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"Deep Learning","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2018-08-23","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"株式会社NTTドコモ"},{"subitem_text_value":"ドコモ・テクノロジ株式会社"},{"subitem_text_value":"株式会社NTTドコモ"},{"subitem_text_value":"株式会社NTTドコモ"}]},"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/190982/files/IPSJ-CDS18023009.pdf","label":"IPSJ-CDS18023009.pdf"},"date":[{"dateType":"Available","dateValue":"2020-08-23"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CDS18023009.pdf","filesize":[{"value":"3.9 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":"47"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"3898c554-aa82-4c65-874d-b1cb1c3e21c9","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2018 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"井上, 義隆"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"松村, 択磨"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"深澤, 佑介"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"山田, 和宏"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Yoshitaka, Inoue","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Takuma, Matsumura","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yusuke, Fukazawa","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kazuhiro, Yamada","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA12628327","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":"2188-8604","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本研究では深層学習による美的評価エンジンの開発と構図推薦カメラの実装を行なった．美的評価エンジンは画像の 3 値分類モデルとして構築した．学習済みモデルを用いた美的評価エンジンのファインチューニングによってロバスト性を獲得し分類精度を改善した．また，深層学習の推論をリアルタイムに動作させ，撮影すべき構図を撮影者に推薦するデジタルカメラ型デバイスを実装した．構図推薦カメラは初心者の撮影技術をサポートするだけでなく，熟練者に対してもシャッターチャンスの気づきや構図を追求する機会を与えることができる．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告コンシューマ・デバイス＆システム（CDS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2018-08-23","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"9","bibliographicVolumeNumber":"2018-CDS-23"}]},"relation_version_is_last":true,"weko_creator_id":"11"}}