检索规则说明:AND代表“并且”;OR代表“或者”;NOT代表“不包含”;(注意必须大写,运算符两边需空一格)
检 索 范 例 :范例一: (K=图书馆学 OR K=情报学) AND A=范并思 范例二:J=计算机应用与软件 AND (U=C++ OR U=Basic) NOT M=Visual
作 者:代进洪 向振文 喻会福 DAI Jinhong;XIANG Zhenwen;YU Huifu(Guizhou Aerospace Tianma Electromechanical Technology Co.,Ltd.,Zunyi 563000,China)
机构地区:[1]贵州航天天马机电科技有限公司,贵州遵义563000
出 处:《电子科技》2023年第11期47-55,共9页Electronic Science and Technology
基 金:装备预研联合基金(6141B070227)。
摘 要:图像识别定位技术是实现工业自动化、智能化的关键。实际应用中,在室外干扰环境下目标经常出现被部分遮挡等情况,导致图像识别定位失效。针对室外干扰环境下图像识别定位失效问题,文中提出一种基于Apriltag的室外抗干扰识别定位系统,用以替代常规图像识别定位系统。将Apriltag特性与单目视觉原理结合,构建基于Apriltag的图像识别定位系统。利用Apriltag检测算法和基于SURF特征检测的遮挡目标识别算法实现全天候、抗干扰的室外目标识别和定位。采用基于Apriltag的定位靶标、工业相机和工控机等搭建实验系统,实验结果表明该系统在室外干扰环境下XY平面的定位误差分别为1.44 mm和1.36 mm,识别时间为90 ms。在重复实验下误差波动幅度小于0.5 mm,表明该识别定位系统具有高精度、快速性和稳定性。Image recognition and positioning technology is the key to realize industrial automation and intelligence.However,in practical applications,the target is often partially occluded in the outdoor interference environment,which results in the invalidation of the image recognition and positioning system.To solve the problem of invalidation of image recognition and positioning system in outdoor interference environment,an outdoor anti-jamming recognition and positioning system based on Apriltag is proposed to replace the conventional system.Combining Apriltag feature with monocular vision principle,an image recognition and positioning system based on Apriltag is established.The Apriltag detection algorithm and the occluded target recognition algorithm based on SURF feature detection are used to achieve all-weather and anti-interference outdoor target recognition and positioning.The experimental system is established with the positioning target based on Apriltag,industrial camera and industrial computer.The experimental results show that the positioning errors of the XY plane are 1.44 mm and 1.36 mm,respectively,the recognition time is 90 ms,The error fluctuation under repeated experiments is less than 0.5 mm,which indicates that the recognition positioning system has high accuracy,rapidity and stability.
关 键 词:图像识别 Apriltag 遮挡目标 识别定位 SURF算法 特征检测 干扰环境 单目视觉
分 类 号:TP249[自动化与计算机技术—检测技术与自动化装置]
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在链接到云南高校图书馆文献保障联盟下载...
云南高校图书馆联盟文献共享服务平台 版权所有©
您的IP:216.73.216.188