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AUTOMATIC DETECTION OF CHANGES FROM LASER SCANNER AND AERIAL IMAGE DATA FOR UPDATING BUILDING MAPS

机译:自动检测激光扫描仪和空中图像数据的变化,用于更新建筑地图

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The goal of our study was to develop an automatic change detection method based on laser scanner, aerial image and map data to be used in updating of building maps. The method was tested in a study area of 2.2 km~(2) near Helsinki. Buildings were first detected by segmenting a digital surface model (DSM) derived from laser scanner data and classifying the segments as buildings, trees and ground surface. Height information, aerial image data, shape and size of the segments and neighbourhood information were used in classification. Detected buildings were then compared with an old building map and classified as new, enlarged and old buildings. Similarly, buildings of the old map were compared with the building detection result and classified as detected, partly detected and not detected. Compared with an up-to-date reference map, 88percent of all buildings in the study area and 98percent of buildings larger than 200 m~(2) were correctly detected in the building detection stage. Promising results were also obtained in change detection between the old map and the building detection result, especially in detecting new buildings. Results of the study suggest that automatic building detection and change detection is possible and could produce useful results for map updating. Further research should include improvement of the segmentation stage to better distinguish buildings from trees and development of the change detection method.
机译:我们的研究目的是开发基于激光扫描仪,空中图像和地图数据的自动变化检测方法,以用于更新建筑地图。该方法在赫尔辛基附近的2.2 km〜(2)的研究区中进行了测试。首先通过分割来自激光扫描仪数据的数字表面模型(DSM)来检测建筑物,并将区段作为建筑物,树木和地面分类。在分类中使用高度信息,航空图像数据,片段和邻域信息的形状和大小。然后将检测到的建筑物与旧建筑地图进行比较,并被归类为新的,扩大和旧建筑物。类似地,将旧地图的建筑物与建筑物检测结果进行比较,并按检测到的,部分检测到且未检测到分类。与最新的参考图相比,在建筑物检测阶段正确地检测到研究区的所有建筑物和大于200m〜(2)的建筑物的所有建筑物的885%。在旧地图和建筑物检测结果之间的变化检测中也获得了有希望的结果,特别是在检测到新建筑物方面。该研究的结果表明,自动建筑物检测和变化检测是可能的,并且可以为地图更新产生有用的结果。进一步的研究应包括改进分割阶段,以更好地区分建筑物的树木和改变检测方法的发展。

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