{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00216460","sets":["1164:4402:10858:10859"]},"path":["10859"],"owner":"44499","recid":"216460","title":["ネコからアニメキャラクターへの画像翻訳手法の検討"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-02-14"},"_buckets":{"deposit":"1c7e1377-9d68-4a49-b379-4123a6bb8d9d"},"_deposit":{"id":"216460","pid":{"type":"depid","value":"216460","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"ネコからアニメキャラクターへの画像翻訳手法の検討","author_link":["558846","558845","558847","558851","558850","558849","558844","558848"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"ネコからアニメキャラクターへの画像翻訳手法の検討"},{"subitem_title":"A Study of Image Translation Methods from Cats to Anime Characters","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":"電気通信大学"},{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"電気通信大学"},{"subitem_text_value":"電気通信大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"UEC","subitem_text_language":"en"},{"subitem_text_value":"UEC","subitem_text_language":"en"},{"subitem_text_value":"UEC","subitem_text_language":"en"},{"subitem_text_value":"UEC","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/216460/files/IPSJ-ICS22205007.pdf","label":"IPSJ-ICS22205007.pdf"},"date":[{"dateType":"Available","dateValue":"2024-02-14"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ICS22205007.pdf","filesize":[{"value":"5.1 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":"9acf6cdb-ed21-42ec-8acc-4fd54b1e8ed4","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":"徐, 江林"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"清, 雄一"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"田原, 康之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"大須賀, 昭彦"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Jianglin, Xu","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yuichi, Sei","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yasuyuki, Tahara","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Akihiko, Ohsuga","creatorNameLang":"en"}],"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":"画像から画像への翻訳 (Image-to-Image translation) は，GAN (Generative Adversarial Network) [1] のタスクの一つとして長く扱われてきた．近年，GAN の発展につれ，ある程度の形状変化が伴う翻訳タスクがこなせるようになった．本研究では，今まで試されなかった「ネコからアニメキャラクターへの画像翻訳」というタスクに挑戦した．そのため，ベースライン手法として，形状変化に対応できる CouncilGAN [2] と DSMAP [3] を用いて，目標タスクにおいて高いフォーマンスを発揮できるように，パラメータや正規化手法などの調整を施した．データセットには，ネコの顔画像とアニメキャラクターの顔画像を採用した．さらに，より良い生成結果を期待して，AnimeGAN [4] を用いて，ネコの顔画像に前処理を施したものをデータセットとして採用し，元の結果と比較した．客観評価として FID スコアを採用し，主観評価としてアンケートを実施して，翻訳結果に与えられた改善効果を評価した．FID スコアから，調整によって CouncilGAN の精度を向上させることができたことと，前処理が生成結果の精度を低下させていないことがわかった．その他，ネットワークアーキテクチャの変更も試みたが，変更前の CouncilGAN と比べて，より良い FID スコアは達成できなかった．また，アンケートの結果は，データセットへ前処理を施すことによって，主観的により良い結果を得られたことを示した．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"5","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":"7","bibliographicVolumeNumber":"2022-ICS-205"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":216460,"updated":"2025-01-19T15:50:25.883480+00:00","links":{},"created":"2025-01-19T01:17:04.099430+00:00"}