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数字图像处理技术在叶面积测量中的应用
引用本文:宋英博. 数字图像处理技术在叶面积测量中的应用[J]. 农学学报, 2022, 12(2): 73-75. DOI: 10.11923/j.issn.2095-4050.cjas2020-0218
作者姓名:宋英博
作者单位:黑龙江省农业科学院佳木斯分院,黑龙江佳木斯 154007
基金项目:黑龙江省农业科学院院级科研项目“欧洲硬粒型玉米种质评价及创新利用”(2019YYYF015);黑龙江省农业科学院院级科研项目“三江平原玉米最优施肥模型的研究与应用”(2020YYYF049)
摘    要:传统测量叶面积方法费时、低效,叶面积仪法高成本、维修不便.本研究利用图像处理技术测量叶面积,从解决图像阈值的分割、叶片阴影去除以及叶片边缘检测算法等问题出发,应用大津法求得阈值,中值滤波法去除杂点,采用Roberts算子检测边缘,进而计算叶面积.叶面积仪法与图像处理法比较叶面积值相关系数R2为0.962,剪纸法与图像处...

关 键 词:图像处理  阈值  算法  像素  叶片
收稿时间:2020-11-26

Leaf Area Measurement System Based on Digital Image Processing Technology
SONG Yingbo. Leaf Area Measurement System Based on Digital Image Processing Technology[J]. Journal of Agriculture, 2022, 12(2): 73-75. DOI: 10.11923/j.issn.2095-4050.cjas2020-0218
Authors:SONG Yingbo
Affiliation:Jiamusi Branch of Heilongjiang Academy of Agricultural Sciences, Jiamusi 154007, Heilongjiang, China
Abstract:In view of the time consuming and low efficiency of the traditional method of leaf area measurement, and the high cost and inconvenient maintenance of the leaf area meter method, this study used the image processing technology to measure the leaf area. The computer vision technology reference method was used to solve the limitations of image threshold segmentation, leaf shadow removal and leaf edge detection algorithm, and the threshold was obtained by OTSU method, the median filtering method was used to remove residual impurities in the image, and the Roberts operator was used for edge extraction. Leaf areas are calculated and compared with those obtained by leaf area meter and paper-cutting method. The leaf area determined by the leaf area meter method and the image processing method had the correlation coefficient R2 of 0.962, and the leaf area determined by the paper cutting method and the image processing method had the correlation coefficient R2 of 0.949. The digital image processing method is validated to be suitable for large amount of leaf area measurement, and has fast speed, accurate data and high precision.
Keywords:image processing  threshold  arithmetic  pixel  leaf  
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