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DOI10.1038/s41597-023-02873-x
A multilayered urban tree dataset of point clouds, quantitative structure and graph models
Yazdi, Hadi; Shu, Qiguan; Roetzer, Thomas; Petzold, Frank; Ludwig, Ferdinand
发表日期2024
EISSN2052-4463
起始页码11
结束页码1
卷号11期号:1
英文摘要The significance of urban trees in promoting human health and well-being has been amplified by urbanization and the climate change effects. Simultaneously, advancements in remote sensing techniques have enhanced the opportunities for studying urban trees. The TreeML-Data has been compiled to support these efforts. It consists of labelled point clouds of 40 scanning projects of streets in Munich, 3,755 leaf-off (scans in winter) point clouds of individual trees, quantitative structure models (QSM), tree structure measurements, and tree graph structure models of these trees. The dataset offers valuable data for generating and evaluating models in various scientific disciplines, which include remote sensing, computer vision, machine learning, urban forestry, urban ecosystem, green architecture, and graph analysis. To ensure its quality, the tree structure measurements and QSM have been crosschecked. For instance, the tree diameter at breast height (DBH) in the sample dataset exhibits a deviation of approximately 1.5 cm (4.3%) when compared to manual measurements. In conclusion, the quality checks confirm its reliability for subsequent studies when compared to manual measurements.
语种英语
WOS研究方向Science & Technology - Other Topics
WOS类目Multidisciplinary Sciences
WOS记录号WOS:001136809200007
来源期刊SCIENTIFIC DATA
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/292840
作者单位Technical University of Munich; Technical University of Munich
推荐引用方式
GB/T 7714
Yazdi, Hadi,Shu, Qiguan,Roetzer, Thomas,et al. A multilayered urban tree dataset of point clouds, quantitative structure and graph models[J],2024,11(1).
APA Yazdi, Hadi,Shu, Qiguan,Roetzer, Thomas,Petzold, Frank,&Ludwig, Ferdinand.(2024).A multilayered urban tree dataset of point clouds, quantitative structure and graph models.SCIENTIFIC DATA,11(1).
MLA Yazdi, Hadi,et al."A multilayered urban tree dataset of point clouds, quantitative structure and graph models".SCIENTIFIC DATA 11.1(2024).
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