{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T13:37:24Z","timestamp":1765546644598,"version":"3.37.3"},"reference-count":16,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,9,17]],"date-time":"2020-09-17T00:00:00Z","timestamp":1600300800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61503082"],"award-info":[{"award-number":["61503082"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Wireless Communications and Mobile Computing"],"published-print":{"date-parts":[[2020,9,17]]},"abstract":"<jats:p>In this paper, a novel flower detection application anchor-based method is proposed, which is combined with an attention mechanism to detect the flowers in a smart garden in AIoT more accurately and fast. While many researchers have paid much attention to the flower classification in existing studies, the issue of flower detection has been largely overlooked. The problem we have outlined deals largely with the study of a new design and application of flower detection. Firstly, a new end-to-end flower detection anchor-based method is inserted into the architecture of the network to make it more precious and fast and the loss function and attention mechanism are introduced into our model to suppress unimportant features. Secondly, our flower detection algorithms can be integrated into the mobile device. It is revealed that our flower detection method is very considerable through a series of investigations carried out. The detection accuracy of our method is similar to that of the state-of-the-art, and the detection speed is faster at the same time. It makes a major contribution to flower detection in computer vision.<\/jats:p>","DOI":"10.1155\/2020\/8870649","type":"journal-article","created":{"date-parts":[[2020,9,17]],"date-time":"2020-09-17T23:31:36Z","timestamp":1600385496000},"page":"1-9","source":"Crossref","is-referenced-by-count":29,"title":["Flower End-to-End Detection Based on YOLOv4 Using a Mobile Device"],"prefix":"10.1155","volume":"2020","author":[{"given":"Zhibin","family":"Cheng","sequence":"first","affiliation":[{"name":"Educational Administration and Scientific Research, Fujian Polytechnic of Information Technology, Fuzhou, Fujian 350003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3455-2244","authenticated-orcid":true,"given":"Fuquan","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Computer and Control Engineering, Minjiang University, Fuzhou 350108, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1007\/s11119-010-9187-0"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000029664.99615.94"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystemseng.2018.04.009"},{"issue":"2","key":"7","first-page":"22","volume":"42","year":"2020","journal-title":"Journal of Agricultural Mechanization Research"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2016.2577031"},{"issue":"9","key":"10","first-page":"1904","volume":"37","year":"2014","journal-title":"IEEE Transactions on Pattern Analysis & Machine Intelligence"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1109\/LRA.2018.2849498"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-3393-4_61"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.17660\/ActaHortic.2020.1279.31"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1002\/rob.21699"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2019.107036"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1007\/s11119-019-09673-7"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2019.01.012"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1007\/s11119-019-09642-0"},{"issue":"16","key":"26","first-page":"155","volume":"34","year":"2018","journal-title":"Transactions of the Chinese Society of Agricultural Engineering"},{"volume-title":"A real-time detection framework for on-tree mango based on SSD network","year":"2018","key":"27"}],"container-title":["Wireless Communications and Mobile Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/8870649.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/8870649.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/8870649.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,9,17]],"date-time":"2020-09-17T23:31:39Z","timestamp":1600385499000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/wcmc\/2020\/8870649\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,17]]},"references-count":16,"alternative-id":["8870649","8870649"],"URL":"https:\/\/doi.org\/10.1155\/2020\/8870649","relation":{},"ISSN":["1530-8669","1530-8677"],"issn-type":[{"type":"print","value":"1530-8669"},{"type":"electronic","value":"1530-8677"}],"subject":[],"published":{"date-parts":[[2020,9,17]]}}}