{"created":"2025-01-19T01:12:59.905820+00:00","updated":"2025-01-19T17:38:49.244691+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00211879","sets":["1164:2240:10556:10628"]},"path":["10628"],"owner":"44499","recid":"211879","title":["Analysis of Optimised Transformer Models in Image Captioning Tasks"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-07-13"},"_buckets":{"deposit":"ecf4ad9b-5b3e-4d3d-972c-8ed39bb7b72d"},"_deposit":{"id":"211879","pid":{"type":"depid","value":"211879","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"Analysis of Optimised Transformer Models in Image Captioning Tasks","author_link":["539229","539231","539234","539232","539230","539235","539236","539233"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Analysis of Optimised Transformer Models in Image Captioning Tasks"},{"subitem_title":"Analysis of Optimised Transformer Models in Image Captioning Tasks","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"深層学習","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2021-07-13","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"Hochschule fur Technik und Wirtschaft Berlin - University of Applied Sciences／Presently with Fujitsu Limited Japan"},{"subitem_text_value":"Fujitsu Limited Japan"},{"subitem_text_value":"Fujitsu Limited Japan"},{"subitem_text_value":"Fujitsu Limited Japan"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Hochschule fur Technik und Wirtschaft Berlin - University of Applied Sciences / Presently with Fujitsu Limited Japan","subitem_text_language":"en"},{"subitem_text_value":"Fujitsu Limited Japan","subitem_text_language":"en"},{"subitem_text_value":"Fujitsu Limited Japan","subitem_text_language":"en"},{"subitem_text_value":"Fujitsu Limited Japan","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"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/211879/files/IPSJ-HPC21180011.pdf","label":"IPSJ-HPC21180011.pdf"},"date":[{"dateType":"Available","dateValue":"2023-07-13"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-HPC21180011.pdf","filesize":[{"value":"732.0 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":"14"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"52d1743d-8714-4c8d-bee2-4c1ef261ff09","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2021 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Maximilian, Zimmermann"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Thang, Dang"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tsuguchika, Tabaru"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Atsushi, Ike"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Maximilian, Zimmermann","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Thang, Dang","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Tsuguchika, Tabaru","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Atsushi, Ike","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10463942","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":"2188-8841","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"This research work is about using Transformer models, which are first introduced in the paper ”Attention is All You Need”, for a multimodal task, specifically image captioning. By treating it as an NLP translation task, different Transformer models are evaluated and optimised. Through the analysis of the data, model and distributed communication pipeline, bottlenecks are identified and performance increases in regards to accuracy and speed are shown across multiple accelerators.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"This research work is about using Transformer models, which are first introduced in the paper ”Attention is All You Need”, for a multimodal task, specifically image captioning. By treating it as an NLP translation task, different Transformer models are evaluated and optimised. Through the analysis of the data, model and distributed communication pipeline, bottlenecks are identified and performance increases in regards to accuracy and speed are shown across multiple accelerators.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告ハイパフォーマンスコンピューティング（HPC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2021-07-13","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"11","bibliographicVolumeNumber":"2021-HPC-180"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":211879,"links":{}}