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基于RGB-D相機(jī)的單株玉米株高測量方法
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北京市科技計(jì)劃項(xiàng)目(D151100004215002)和國家重點(diǎn)研發(fā)計(jì)劃項(xiàng)目(2016YFD0200600-2016YFD0200602、2016YFD0300600-2016YFD0300606)


Measurement of Individual Maize Height Based on RGB-D Camera
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    摘要:

    玉米株高是反映作物長勢的重要指標(biāo)。為了實(shí)現(xiàn)田間單株玉米株高的快速測量,提出了一種基于RGB-Depth(RGB-D)相機(jī)的玉米株高測量方法。以拔節(jié)期玉米為觀測對(duì)象,首先利用RGB-D相機(jī)獲取田間玉米的彩色圖像和深度圖像。對(duì)玉米彩色圖像進(jìn)行灰度化、二值化和去噪處理,提取出包含待測玉米的二值圖像。利用改進(jìn)的分水嶺分割算法對(duì)玉米的灰度圖像進(jìn)行分割,對(duì)分割結(jié)果進(jìn)行圓形擬合操作,定位玉米的中心區(qū)域。對(duì)玉米的二值圖像進(jìn)行骨架化處理,檢測骨架的交叉點(diǎn)和末端點(diǎn),確定玉米骨架的中心點(diǎn),并檢索其到末端點(diǎn)的最短路徑。對(duì)各條路徑的點(diǎn)云數(shù)據(jù)進(jìn)行求差與比較,確定玉米的最高點(diǎn),并對(duì)最高點(diǎn)附近的點(diǎn)云數(shù)據(jù)進(jìn)行直方圖統(tǒng)計(jì),獲得地面點(diǎn)。最后,通過計(jì)算玉米最高點(diǎn)和地面點(diǎn)的差值,實(shí)現(xiàn)單株玉米株高參數(shù)的測量。對(duì)玉米樣本進(jìn)行測試試驗(yàn)的結(jié)果表明:單株玉米株高的平均測量誤差為1.62cm,均方根誤差(RMSE)為1.86cm,測量精度滿足實(shí)用要求。

    Abstract:

    Plant height is an essential phenotype parameter for assessing plant vigor and estimating plant biomass. In order to rapidly measure individual maize plant height, a method based on RGB-D (red, green, blue-depth) camera was proposed in this paper. Color images and depth images of maize at the jointing stage were captured using RGB-D camera in field. First, the color image of maize was processed by graying and binarizing. Then, morphological open operation was conducted within region of interest, and the largest region of maize image was extracted to remove weed and little leaves. Second, the optimized watershed algorithm was applied to the maize gray image and the boundary was generated, then the circle fitting was carried out for the boundary points. After that, the skeletonization operation was conducted for the maize binary image. There were crossing points at the contact points between leaves, and ending points at the end of leaves. The crossing points and ending points were searched and saved, and the distances between the center of the circle and each crossing point were calculated. Only the crossing point that was nearest to the center of circular was chosen as the maize center. Next, the Dijkstra algorithm was used to find the nearest paths between the maize center and each ending point. The color coordinates of the paths were saved and the corresponding point cloud data were generated based on the mapping relationship between color coordinate, depth coordinate and camera coordinate. Third, the differences between neighbor points of every path were calculated to determine the potential measurement points of the target maize and remove the point cloud data belong to nontarget maize leaves. All the paths were compared to find the highest point of maize. The histogram statistic method was applied for point cloud data that were around the highest point of maize to extract ground. Finally, the difference between the highest point of maize and ground was calculated to measure individual maize plant height. Samples were tested to verify the aforementioned method, and the results demonstrate that the method proposed in this paper has a good performance in measuring individual maize plant height. The mean errors and root mean square error (RMSE) of measuring plant height were 1.62cm and 1.86cm respectively, indicating that the proposed method can be applied to monitoring plant growth.

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仇瑞承,苗艷龍,季宇寒,張漫,李寒,劉剛.基于RGB-D相機(jī)的單株玉米株高測量方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2017,48(s1):211-219. QIU Ruicheng, MIAO Yanlong, JI Yuhan, ZHANG Man, LI Han, LIU Gang. Measurement of Individual Maize Height Based on RGB-D Camera[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(s1):211-219.

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  • 收稿日期:2017-07-10
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  • 在線發(fā)布日期: 2017-12-10
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