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Synergy of Airborne Laser Altimetry and Digital Videography for Individual Tree Crown Delineation

机译:机载激光测高仪与数字摄像的协同作用,用于单个树冠的描绘

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For forest inventory, laser altimetry can provide an alternative to conventional stereoscopic methods or field measurements to obtain forest stand heights, an important factor in the inference of numerous other forestry parameters. When the density ofLIDAR data becomes high enough, one can think in terms of individual tree heights. New systems could incorporate individual tree crown (ITC) delineation and species recognition from multispectral imagery with ITC-based height measurements from LIDAR data to produce precise, accurate and timely ITC-based forest inventories. Volume and biomass inferences could then be done on an ITC-basis. This study examines three aspects of the synergy between airborne laser altimeter data and multispectral video imagery: (a) the elimination of non-forested or poorly forested areas from the analysis of mature forests, (b) the potential improvements in ITC delineation, and (c), the possibility of a separate ITC analysis of young regenerating areas. A combination of masks generated from multispectral rules and by selecting a minimum LIDAR height led to a very good separation of the forested areas, and even of individual trees in open fields. The ITC delineation process was then applied to the unmasked forested areas, first on a smoothed version of the near infrared image and then, on a smoothed version of the LIDAR height image. Both cases produced numerous tree clusters rather than individual tree crowns, but for different reasons. A post-processing combination of both results led to superior crown delineation, with few tree clusters.
机译:对于森林清单,激光测高可以替代传统的立体方法或野外测量来获得林分高度,这是推断许多其他林业参数的重要因素。当LIDAR数据的密度足够高时,人们可以根据单个树的高度进行思考。新系统可以将多光谱图像中的单个树冠(ITC)轮廓和物种识别与基于LIDAR数据的基于ITC的高度测量相结合,以生成精确,准确和及时的基于ITC的森林清单。然后可以在ITC的基础上进行体积和生物量的推断。这项研究研究了机载激光高度计数据与多光谱视频图像之间协同作用的三个方面:(a)从成熟森林的分析中消除未森林或森林贫瘠的地区;(b)ITC划界的潜在改进;以及( c),有可能对年轻的再生区进行单独的ITC分析。从多光谱规则生成的遮罩以及通过选择最小激光雷达高度的组合,可以很好地隔离森林区域,甚至是空旷地区的单个树木。然后,先对近红外图像的平滑版本,然后对LIDAR高度图像的平滑版本,将ITC描绘过程应用于未遮盖的林区。两种情况都产生了许多树丛,而不是单个树冠,但是原因不同。两种结果的后处理组合导致了极高的树冠轮廓,几乎没有树簇。

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