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3D point cloud data to quantitatively characterize size and shape of shrub crops 被引量:3

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摘要 Size and shape are important properties of shrub crops such as blueberries,and they can be particularly useful for evaluating bush architecture suited to mechanical harvesting.The overall goal of this study was to develop a 3D imaging approach to measure size-related traits and bush shape that are relevant to mechanical harvesting.3D point clouds were acquired for 367 bushes from five genotype groups.Point cloud data were preprocessed to obtain clean bush points for characterizing bush architecture,including bush morphology(height,width,and volume),crown size,and shape descriptors(path curveλand five shape indices).One-dimensional traits(height,width,and crown size)had high correlations(R^(2)=0.88–0.95)between proposed method and manual measurements,whereas bush volume showed relatively lower correlations(R^(2)=0.78–0.85).These correlations suggested that the present approach was accurate in measuring one-dimensional size traits and acceptable in estimating three-dimensional bush volume.Statistical results demonstrated that the five genotype groups were statistically different in crown size and bush shape.The differences matched with human evaluation regarding optimal bush architecture for mechanical harvesting.In particular,a visualization tool could be generated using crown size and path curveλ,which showed great potential of determining bush architecture suitable for mechanical harvesting quickly.Therefore,the processing pipeline of 3D point cloud data presented in this study is an effective tool for blueberry breeding programs(in particular for mechanical harvesting)and farm management.
出处 《Horticulture Research》 SCIE 2019年第1期1189-1205,共17页 园艺研究(英文)
基金 supported by the USDA National Institute of Food and Agriculture Specialty Crop Research Initiative(Award No:2014-51181-22383).
关键词 HARVESTING SIZE CROWN
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