Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project
This paper introduced the application of an improved YOLOv5 algorithm in unmanned aerial vehicle (UAV) patrol inspection of the Datengxia Water Conservancy Project.First,the paper introduced the basic principles and characteristics of the YOLOv5 algorithm and then discussed the improvements to the t...
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Format: | Article |
Language: | zho |
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Editorial Office of Pearl River
2023-01-01
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Series: | Renmin Zhujiang |
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Online Access: | http://www.renminzhujiang.cn/thesisDetails#10.3969/j.issn.1001-9235.2023.07.005 |
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author | GUAN Jixiang GUAN Shifeng |
author_facet | GUAN Jixiang GUAN Shifeng |
author_sort | GUAN Jixiang |
collection | DOAJ |
description | This paper introduced the application of an improved YOLOv5 algorithm in unmanned aerial vehicle (UAV) patrol inspection of the Datengxia Water Conservancy Project.First,the paper introduced the basic principles and characteristics of the YOLOv5 algorithm and then discussed the improvements to the traditional YOLOv5 algorithm.Subsequently,this paper analyzed the application and advantages of the improved YOLOv5 algorithm in the UAV patrol inspection of the Datengxia Water Conservancy Project,including precision,recall,and mAP.Finally,this paper pointed out the application of the YOLOv5 algorithm in the UAV patrol inspection of the Datengxia Water Conservancy Project and proposed feasible improvement schemes. |
format | Article |
id | doaj-art-c1a02cf4055947eaba22158239bd81a8 |
institution | Kabale University |
issn | 1001-9235 |
language | zho |
publishDate | 2023-01-01 |
publisher | Editorial Office of Pearl River |
record_format | Article |
series | Renmin Zhujiang |
spelling | doaj-art-c1a02cf4055947eaba22158239bd81a82025-01-15T02:22:42ZzhoEditorial Office of Pearl RiverRenmin Zhujiang1001-92352023-01-014447639958Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy ProjectGUAN JixiangGUAN ShifengThis paper introduced the application of an improved YOLOv5 algorithm in unmanned aerial vehicle (UAV) patrol inspection of the Datengxia Water Conservancy Project.First,the paper introduced the basic principles and characteristics of the YOLOv5 algorithm and then discussed the improvements to the traditional YOLOv5 algorithm.Subsequently,this paper analyzed the application and advantages of the improved YOLOv5 algorithm in the UAV patrol inspection of the Datengxia Water Conservancy Project,including precision,recall,and mAP.Finally,this paper pointed out the application of the YOLOv5 algorithm in the UAV patrol inspection of the Datengxia Water Conservancy Project and proposed feasible improvement schemes.http://www.renminzhujiang.cn/thesisDetails#10.3969/j.issn.1001-9235.2023.07.005patrol inspection of water conservancy projectTPH-YOLOv5CBAMDatengxia Water Conservancy Project |
spellingShingle | GUAN Jixiang GUAN Shifeng Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project Renmin Zhujiang patrol inspection of water conservancy project TPH-YOLOv5 CBAM Datengxia Water Conservancy Project |
title | Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project |
title_full | Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project |
title_fullStr | Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project |
title_full_unstemmed | Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project |
title_short | Application of Improved YOLOv5 Algorithm in UAV Patrol Inspection of Datengxia Water Conservancy Project |
title_sort | application of improved yolov5 algorithm in uav patrol inspection of datengxia water conservancy project |
topic | patrol inspection of water conservancy project TPH-YOLOv5 CBAM Datengxia Water Conservancy Project |
url | http://www.renminzhujiang.cn/thesisDetails#10.3969/j.issn.1001-9235.2023.07.005 |
work_keys_str_mv | AT guanjixiang applicationofimprovedyolov5algorithminuavpatrolinspectionofdatengxiawaterconservancyproject AT guanshifeng applicationofimprovedyolov5algorithminuavpatrolinspectionofdatengxiawaterconservancyproject |