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机载LiDAR高差和高分影像的城市树冠提取比较
  • ISSN号:1004-0323
  • 期刊名称:《遥感技术与应用》
  • 时间:0
  • 分类:TP75[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:南京信息工程大学地理与遥感学院,江苏南京210044
  • 相关基金:国家自然科学基金项目“异速增长和资源限制模型结合多源遥感数据估算森林地上生物量研究”(41471312)
作者: 卜帆, 石玉立
中文摘要:

在机载LiDAR(Light Detection and Ranging)数据和高空间分辨率航空影像的支持下,以城市为实验区,实现了单木树冠提取。首先通过LiDAR数据获取高差模型,将其作为包含林木的感兴趣区,再通过掩膜方式提取高分影像上的相同区域,然后采用标记分水岭分割算法分别对两幅感兴趣区影像进行树冠提取,最后以人工勾绘树冠结果为参考评价分割精度,比较了两种数据源提取树冠的优缺点。结果显示,利用LiDAR数据获取的高差模型中包含85.28%的林木信息,林木区域提取的效果显著;基于高分影像得到的分割结果较好,F值为57.14%,基于高度差值模型影像的分割结果较差,F值为42.47%。表明分水岭算法方便可行,且高分影像提供的二维信息更适用于树冠提取。

英文摘要:

With the support of airborne Light Detection and Ranging(LiDAR)data and high spatial resolution aerial imagery,this paper presents an individual tree extraction method that takes the region of urban as the study area.The elevation difference model originated from LiDAR data was used to extract regions of interest including trees.Then,masking was applied to the high spatial resolution aerial imagery to get the same regions.Besides,image segmentations,based on the marked watershed algorithm,were processed on the high spatial resolution aerial imagery and the elevation difference model separately to extract individual tree crowns.Finally,we took a visual interpretation to delineate tree crowns manually and this result was regarded as the reference crowns map.The extraction accuracies were assessed by comparing the spatial relationships of the reference crowns and the automated delineated tree crowns based on the elevation difference model and the high resolution imagery.The results show that the LiDAR data is developed to improve the efficiency of obtaining forest region that the canopy height model include 85.25%forest information.In addition,the tree crowns extraction accuracy based on the high resolution aerial imagery is 57.14%,while another extraction accuracy based on the elevation difference model is 42.47%,which indicated that the marked watershed algorithm proposed in this paper is effective and the high resolution imagery is better than the elevation difference model to extract tree crowns.

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期刊信息
  • 《遥感技术与应用》
  • 中国科技核心期刊
  • 主管单位:中国科学院
  • 主办单位:中国科学院国家空间科学中心
  • 主编:吴季
  • 地址:兰州市天水中路8号
  • 邮编:730000
  • 邮箱:rsta@lzb.ac.cn
  • 电话:0931-8272180
  • 国际标准刊号:ISSN:1004-0323
  • 国内统一刊号:ISSN:62-1099/TP
  • 邮发代号:54-21
  • 获奖情况:
  • 获1996年甘肃省期刊首批编校优秀达标奖,获2000年清华大学科技期刊光盘版执行优秀奖
  • 国内外数据库收录:
  • 中国中国科技核心期刊,中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版)
  • 被引量:12051