{"created":"2025-01-14T00:39:24.734027+00:00","id":2011604,"links":{},"metadata":{"_buckets":{"deposit":"65af3267-9d1d-454d-9009-20703422e249"},"_deposit":{"created_by":7,"id":"2011604","owners":[7],"pid":{"revision_id":0,"type":"depid","value":"2011604"},"status":"published"},"_oai":{"id":"oai:tokushima-u.repo.nii.ac.jp:02011604","sets":["1713853213384:1713853295607"]},"author_link":["1240"],"control_number":"2011604","item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2023-05-16","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"5","bibliographicPageStart":"1066","bibliographicVolumeNumber":"13","bibliographic_titles":[{"bibliographic_title":"Agriculture","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"Rice, a staple food crop worldwide, is pivotal in agricultural productivity and public health. Automatic classification of typical rice pests and diseases is crucial for optimizing rice yield and quality in practical production. However, infrequent occurrences of specific pests and diseases lead to uneven dataset samples and similar early-stage symptoms, posing challenges for effective identification methods. In this study, we employ four image enhancement techniques—flipping, modifying saturation, modifying contrast, and adding blur—to balance dataset samples throughout the classification process. Simultaneously, we enhance the basic RepVGG model by incorporating the ECA attention mechanism within the Block and after the Head, resulting in the proposal of a new classification model, RepVGG_ECA. The model successfully classifies six categories: five types of typical pests and diseases, along with healthy rice plants, achieving a classification accuracy of 97.06%, outperforming ResNet34, ResNeXt50, Shufflenet V2, and the basic RepVGG by 1.85%, 1.18%, 3.39%, and 1.09%, respectively. Furthermore, the ablation study demonstrates that optimal classification results are attained by integrating the ECA attention mechanism after the Head and within the Block of RepVGG. As a result, the classification method presented in this study provides a valuable reference for identifying typical rice pests and diseases.","subitem_description_language":"en","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"MDPI","subitem_publisher_language":"en"}]},"item_10001_rights_15":{"attribute_name":"権利情報","attribute_value_mlt":[{"subitem_rights":"This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).","subitem_rights_language":"en"}]},"item_10001_source_id_9":{"attribute_name":"収録物ID","attribute_value_mlt":[{"subitem_source_identifier":"20770472","subitem_source_identifier_type":"ISSN"}]},"item_10001_version_type_20":{"attribute_name":"出版タイプ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_970fb48d4fbd8a85","subitem_version_type":"VoR"}]},"item_1715043197608":{"attribute_name":"アクセス権","attribute_value_mlt":[{"subitem_access_right":"open access"}]},"item_1722929371688":{"attribute_name":"出版社版DOI","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_language":"ja","subitem_relation_name_text":"10.3390/agriculture13051066"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.3390/agriculture13051066","subitem_relation_type_select":"DOI"}}]},"item_1723180141928":{"attribute_name":"EID","attribute_value_mlt":[{"subitem_identifier_type":"URI","subitem_identifier_uri":"396489"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Ni, Hongjun","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Shi, Zhiwei","creatorNameLang":"en"}]},{"creatorAffiliations":[{"affiliationNameIdentifiers":[{"affiliationNameIdentifierScheme":"ISNI","affiliationNameIdentifierURI":"http://www.isni.org/isni/"}],"affiliationNames":[{"affiliationNameLang":"ja"}]}],"creatorNames":[{"creatorName":"カルンガル, スティフィン ギディンシ","creatorNameLang":"ja"},{"creatorName":"カルンガル, スティフィン ギディンシ","creatorNameLang":"ja-Kana"},{"creatorName":"Karungaru, Stephen Githinji","creatorNameLang":"en"}],"familyNames":[{"familyName":"カルンガル","familyNameLang":"ja"},{"familyName":"カルンガル","familyNameLang":"ja-Kana"},{"familyName":"Karungaru","familyNameLang":"en"}],"givenNames":[{"givenName":"スティフィン ギディンシ","givenNameLang":"ja"},{"givenName":"スティフィン ギディンシ","givenNameLang":"ja-Kana"},{"givenName":"Stephen Githinji","givenNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"1240","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"82302/profile-ja.html","nameIdentifierScheme":"徳島大学 教育研究者総覧","nameIdentifierURI":"http://pub2.db.tokushima-u.ac.jp/ERD/person/82302/profile-ja.html"},{"nameIdentifier":"70380110","nameIdentifierScheme":"e-Rad_Researcher","nameIdentifierURI":"https://nrid.nii.ac.jp/ja/search/?qm=70380110"}]},{"creatorNames":[{"creatorName":"Lv, Shuaishuai","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Li, Xiaoyuan","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Wang, Xingxing","creatorNameLang":"en"}]},{"creatorNames":[{"creatorName":"Zhang, Jiaqiao","creatorNameLang":"en"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_access","date":[{"dateType":"Available","dateValue":"2024-01-29"}],"displaytype":"detail","filename":"agriculture_13_5_1066.pdf","filesize":[{"value":"3.6 MB"}],"format":"application/pdf","licensetype":"license_0","mimetype":"application/pdf","url":{"objectType":"fulltext","url":"https://tokushima-u.repo.nii.ac.jp/record/2011604/files/agriculture_13_5_1066.pdf"},"version_id":"c65d3d8d-d2d8-411f-b017-2644d3558177"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"rice","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"pest and disease classification","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"ECA","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"attention mechanism","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"deep learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"Classification of Typical Pests and Diseases of Rice Based on the ECA Attention Mechanism","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Classification of Typical Pests and Diseases of Rice Based on the ECA Attention Mechanism","subitem_title_language":"en"}]},"item_type_id":"40001","owner":"7","path":["1713853295607"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2024-01-29"},"publish_date":"2024-01-29","publish_status":"0","recid":"2011604","relation_version_is_last":true,"title":["Classification of Typical Pests and Diseases of Rice Based on the ECA Attention Mechanism"],"weko_creator_id":"7","weko_shared_id":-1},"updated":"2025-01-29T13:26:43.332612+00:00"}