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作 者:Xiongchu Zhang Bingqi Chen Jingbin Li Xin Fang Congli Zhang Shubo Peng Yongzheng Li
机构地区:[1]College of Engineering,China Agricultural University,Beijing 100083,China [2]College of Mechanical and Electrical Engineering,Shihezi University,Shihezi 832003,China
出 处:《International Journal of Agricultural and Biological Engineering》2023年第5期189-197,共9页国际农业与生物工程学报(英文)
基 金:supported by the National Key R&D Program of China(No.2016YFD0701504).
摘 要:To realize automatic harvesting of the jujube,the jujube harvester was designed and manufactured.For achieving the jujube harvester autopilot,a novel algorithm for visual navigation path detection was proposed.The centerline of tree row lines was taken as the navigation path.The method included four main parts:image preprocessing,image segmentation,tree row lines access,and navigation path access.The methods of threshold segmentation,noise removal,and border smoothing were utilized on the image in Lab color space for the image segmentation.The least square method was employed to fit the tree row lines,and the centerline was obtained as the navigation path.Experimental results indicated that the average false detection rate was 3.98%,and the average detection speed was 41 fps.The algorithm meets the requirements of the jujube harvester autopilot in terms of accuracy and speed.It also can lay the foundation for accomplishing the jujube harvester vision-based autopilot.
关 键 词:visual navigation path jujube orchards image processing Lab color space seed region growing
分 类 号:S225[农业科学—农业机械化工程]
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