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首页> 外文期刊>American-Eurasian Journal of Agricultural and Environmental Sciences >An Accessible and Accurate Image Analysis for Root Length and Leaf Area Estimation: A Case Application to Azadirachta indica Seedlings
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An Accessible and Accurate Image Analysis for Root Length and Leaf Area Estimation: A Case Application to Azadirachta indica Seedlings

机译:根长和叶面积估计的可访问且准确的图像分析:以印za树苗为例

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Root length and leaf area measurements in plants are quite cumbersome and highly error prone experimental assignments when done manually with conventional methods (such as line intersect method, inch counter method etc. for root length and geometric methods for leaf area measurement). This becomes compounded manifold when dealing with a large batch of samples. An inexpensive and accurate root length and leaf area measurement protocol was developed in this work using digital image processing procedures. The scripts were developed in MATLAB and supports user specific extensions or modifications afterwards. Three length estimators were evaluated and the best performer was selected for our use in the nursery experiment with Azadirachta indica A. Juss seedlings. Accuracy within 5% was achieved and hence served the purpose of present experiment. Image processing protocol established here was extremely fast and output was achieved in less than 8 seconds. This made the set of scripts very useful while handling a large batch of images. Further, the leaf area estimation also yielded accuracy of 2-8% of the actual area. Sources of errors and their mitigation were discussed. This technique involved commercial digital camera and flatbed scanner and hence should be more accessible compared to other complex devices. The technique was finally applied to A. indica seedlings and variation of parameters with age is reported.
机译:如果用常规方法(例如线相交法,英寸计数器法等用于根长的几何方法以及用于叶面积测量的几何方法)手动完成,则植物中根长度和叶面积的测量非常麻烦且容易出错。当处理大量样品时,这成为复合歧管。在这项工作中,使用数字图像处理程序开发了一种廉价且准确的根长和叶面积测量协议。这些脚本是在MATLAB中开发的,之后支持用户特定的扩展或修改。对三个长度的估计值进行了评估,并选择了最佳表现者用于印with Azadirachta indica A. Juss幼苗的苗圃实验。准确度在5%以内,因此可以达到本实验的目的。此处建立的图像处理协议非常快,并且在不到8秒的时间内即可实现输出。这使得脚本集在处理大量图像时非常有用。此外,叶面积估计也得出了实际面积的2-8%的精度。讨论了错误的来源及其缓解方法。该技术涉及商用数码相机和平板扫描仪,因此与其他复杂设备相比应更易于使用。该技术最终被应用于印度A稻幼苗,并报道了随年龄变化的参数变化。

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