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Proximal Remote Sensing Buggies and Potential Applications for Field-Based Phenotyping

机译:近距离遥感车和基于字段的表型的潜在应用

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The achievements made in genomic technology in recent decades are yet to be matched by fast and accurate crop phenotyping methods. Such crop phenotyping methods are required for crop improvement efforts to meet expected demand for food and fibre in the future. This review evaluates the role of proximal remote sensing buggies for field-based phenotyping with a particular focus on the application of currently available sensor technology for large-scale field phenotyping. To illustrate the potential for the development of high throughput phenotyping techniques, a case study is presented with sample data sets obtained from a ground-based proximal remote sensing buggy mounted with the following sensors: LiDAR, RGB camera, thermal infra-red camera and imaging spectroradiometer. The development of such techniques for routine deployment in commercial-scale breeding and pre-breeding operations will require a multidisciplinary approach to leverage the recent technological advances realised in computer science, image analysis, proximal remote sensing and robotics.
机译:近几十年来在基因组技术上取得的成就尚未与快速,准确的农作物表型鉴定方法相提并论。作物改良工作需要这种作物表型方法,以满足将来对食物和纤维的预期需求。这篇评论评估了近距离遥感车在基于现场的表型中的作用,特别着重于当前可用的传感器技术在大规模现场表型中的应用。为了说明开发高通量表型技术的潜力,本文提供了一个案例研究,样本数据集是从安装有以下传感器的地面近端遥感越野车中获得的:LiDAR,RGB相机,热红外相机和成像光谱仪。在商业规模的育种和预育操作中常规部署此类技术的发展将需要一种多学科的方法,以利用计算机科学,图像分析,近端遥感和机器人技术中实现的最新技术进步。

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