{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00221095","sets":["6504:11035:11043"]},"path":["11043"],"owner":"44499","recid":"221095","title":["深層学習による精子グレード分布推定とEMDによる精度評価"],"pubdate":{"attribute_name":"公開日","attribute_value":"2022-02-17"},"_buckets":{"deposit":"9d688629-38d4-4fbf-8354-841bc69efc70"},"_deposit":{"id":"221095","pid":{"type":"depid","value":"221095","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層学習による精子グレード分布推定とEMDによる精度評価","author_link":["578681","578682","578686","578684","578683","578685","578687"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習による精子グレード分布推定とEMDによる精度評価"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"人工知能と認知科学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2022-02-17","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"横浜国大"},{"subitem_text_value":"横浜国大"},{"subitem_text_value":"横浜市大"},{"subitem_text_value":"横浜市大"},{"subitem_text_value":"横浜市大"},{"subitem_text_value":"横浜市大"},{"subitem_text_value":"横浜市大"}]},"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/221095/files/IPSJ-Z84-4V-04.pdf","label":"IPSJ-Z84-4V-04.pdf"},"date":[{"dateType":"Available","dateValue":"2022-10-22"}],"format":"application/pdf","filename":"IPSJ-Z84-4V-04.pdf","filesize":[{"value":"714.7 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"80b022e4-6340-498e-b47b-d2375b611d8a","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2022 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"中川, 勇人"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"濱上, 知樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"湯村, 寧"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"竹島, 徹平"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"齋藤, 智樹"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"上野, 寛枝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"山本, みずき"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"顕微授精は，精子を卵子に直接注入する不妊治療法である。顕微授精の作業は専門家である胚培養士が担当している。胚培養士は顕微鏡観察によって精子を評価し，受精に用いる精子を選別する。精子の選別は受精の成功率に影響するため，高度な専門知識が求められる。しかし，熟練した胚培養士が不足しており，技術伝承の面で課題がある。そこで我々は，複数の胚培養士による精子の評価結果を収集し，深層学習モデルに学習させ，未知の精子に対する胚培養士の評価結果をグレード分布として推定するシステムを開発している。本稿では，開発中のシステムの一部である精子グレード分布の推定のための深層学習モデルを実装し，実験によりその精度を確かめた結果を報告する。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"714","bibliographic_titles":[{"bibliographic_title":"第84回全国大会講演論文集"}],"bibliographicPageStart":"713","bibliographicIssueDates":{"bibliographicIssueDate":"2022-02-17","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2022"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":221095,"updated":"2025-01-19T14:18:05.503525+00:00","links":{},"created":"2025-01-19T01:21:06.601293+00:00"}