{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00218326","sets":["1164:5336:10887:10945"]},"path":["10945"],"owner":"44499","recid":"218326","title":["筋骨格モデリングシミュレータと姿勢推定AI を組み合わせた筋活動量の推定"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-06-09"},"_buckets":{"deposit":"04cae437-f0b4-4e61-8203-c89fe03dadac"},"_deposit":{"id":"218326","pid":{"type":"depid","value":"218326","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"筋骨格モデリングシミュレータと姿勢推定AI を組み合わせた筋活動量の推定","author_link":["567509","567507","567512","567511","567508","567513","567506","567510"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"筋骨格モデリングシミュレータと姿勢推定AI を組み合わせた筋活動量の推定"},{"subitem_title":"Muscle activity estimation by combining a musculoskeletal modeling simulator and AI based pose estimation Estimation of muscle activity","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"身体運動・計測","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2022-06-09","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"兵庫県立工業技術センター"},{"subitem_text_value":"兵庫県立工業技術センター"},{"subitem_text_value":"兵庫県立工業技術センター"},{"subitem_text_value":"兵庫県立工業技術センター"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Hyogo Prefectural Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Hyogo Prefectural Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Hyogo Prefectural Institute of Technology","subitem_text_language":"en"},{"subitem_text_value":"Hyogo Prefectural Institute of Technology","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/218326/files/IPSJ-EC22064001.pdf","label":"IPSJ-EC22064001.pdf"},"date":[{"dateType":"Available","dateValue":"2024-06-09"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-EC22064001.pdf","filesize":[{"value":"1.8 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":"40"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"0bbfd7be-629b-4c01-8d68-5e7602feec90","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":"福田, 純"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"福井, 航"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"平田, 一郎"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"後藤, 泰徳"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Atsushi, Fukuda","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Wataru, Fukui","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Ichiro, Hirata","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Yasunori, Goto","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA12049625","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":"2188-8914","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"One concrete example of human-centered design (HCD) is design that takes into account ergonomic influences using musculoskeletal models. Methods using motion capture are often used to calculate muscle loading on musculoskeletal models, but these methods cannot be tested in an arbitrary field. Therefore, we thought that if AI-based pose estimation technique adequately combined with a musculoskeletal simulator, this method could be a powerful tool in performing human-centered design. In this study, the results of AI-based pose estimation were used as input to a musculoskeletal simulator to estimate muscle activity. When limited to movements on a plane, the 2D pose estimation confirmed the output as intended. On the other hand, for 3D pose estimation from multiple cameras, keypoint accuracy was insufficient and correct calculation results could not be obtained.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"One concrete example of human-centered design (HCD) is design that takes into account ergonomic influences using musculoskeletal models. Methods using motion capture are often used to calculate muscle loading on musculoskeletal models, but these methods cannot be tested in an arbitrary field. Therefore, we thought that if AI-based pose estimation technique adequately combined with a musculoskeletal simulator, this method could be a powerful tool in performing human-centered design. In this study, the results of AI-based pose estimation were used as input to a musculoskeletal simulator to estimate muscle activity. When limited to movements on a plane, the 2D pose estimation confirmed the output as intended. On the other hand, for 3D pose estimation from multiple cameras, keypoint accuracy was insufficient and correct calculation results could not be obtained.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"2","bibliographic_titles":[{"bibliographic_title":"研究報告エンタテインメントコンピューティング（EC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2022-06-09","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2022-EC-64"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":218326,"updated":"2025-01-19T15:11:20.141654+00:00","links":{},"created":"2025-01-19T01:18:43.786218+00:00"}