遥感技术与应用 2019, Vol. 34 Issue (2): 253-262 DOI: 10.11873/j.issn.1004-0323.2019.2.0253 |
LiDAR专栏 |
|
|
|
|
基于激光雷达和航拍影像的城市地物分类研究 |
徐凡,张雪红,石玉立 |
(南京信息工程大学遥感与测绘工程学院,江苏 南京 210044) |
|
Research on Classification of Land Cover based on LiDAR Cloud and Aerial Images |
Xu Fan,Zhang Xuehong,Shi Yuli |
(School of Remote Rensing & Geomatics Engineering,Nanjing University of Information Science &Technology,Nanjing 210044,China) |
<p>
[1]Su Wei,Li Jing,Chen Yunhao,et al.Object-oriented Urban Land-Cover Classification of Multi-scale Image Segmentation Method:A Case Study in Kuala Lumpur City Center,Malaysia[J].Journal of Remote Sensing,2007,11(4):521-530.[苏伟,李京,陈云浩,等.基于多尺度影像分割的面向对象城市土地覆被分类研究——以马来西亚吉隆坡市城市中心区为例[J].遥感学报,2007,11(4):521-530.]
</p>
<p>
[2]Yan W Y,Shaker A,El-Ashmawy N.Urban Land Cover Classification Using Airborne LiDAR Data:A Review[J].Remote Sensing of Environment,2015,158:295-310.
</p>
<p>
[3]Fernandez-Diaz J,Carter W,Glennie C,et al.Capability Assessment and Performance Metrics for The Titan Multispectral Mapping LiDAR[J].Remote Sensing,2016,8(11):936-970.
</p>
<p>
[4]Dong W,Lan J,Liang S,et al.Selection of LiDAR Geometric Features with Adaptive Neighborhood Size for Urban Land Cover Classification[J].International Journal of Applied Earth Observation and Geoinformation,2017,60:99-110.
</p>
<p>
[5]Yang B,Zhen D,Gang Z,et al.Hierarchical Extraction of Urban Objects From Mobile Laser Scanning Data[J].ISPRS Journal of Photogrammetry & Remote Sensing,2015,99:45-57.
</p>
<p>
[6]Shi Wenzhong.Principle of Modeling Uncertainties in Spatial Data and Analysis[M].Beijing:Science Press,2005.[史文中.空间数据与空间分析不确定性原理[M].北京:科学出版社,2005.]
</p>
<p>
[7]Zhang Jixian,Lin Xiangguo,Liang Xinlian.Advances and Prospects of Information Extraction from Point Clouds[J].Acta Geodaetica et Cartographica Sinica,2017,46(10):1460-1469.[张继贤,林祥国,梁欣廉.点云信息提取研究进展和展望[J].测绘学报,2017,46(10):1460-1469.]
</p>
<p>
[8]Sun Meng.Research on Classification Method of Land Cover by Fusing Aribone
LiDAR Point Clouds and Aerial Imagery[D].Xuzhou:China University of Mining and Technology,2016.[孙蒙.机载LiDAR点云与航空影像融合的地物分类方法研究[D].徐州:中国矿业大学,2016.]
</p>
<p>
[9]Xu Chuanyang,Li Jianhong.Object-oriented Classification with High Resolution Image and LiDAR Data[J].Journal of Henan Polytechnic University,2015,34(2):222-225.[许传阳,李建红.高分辨率遥感影像结合LiDAR数据的面向对象分类方法[J].河南理工大学学报(自然科学版),2015,34(2):222-225.]
</p>
<p>
[10]Minh N Q,Hien L P.Land Cover Classification Using LiDAR Intensity Data and Neural Network[J].Journal of The Korean Society of Surveying,Geodesy,Photogrammetry and Cartography,2011,29(4):429-438.
</p>
<p>
[11]Dong Baogen,Ma Hongchao,Che Sen,et al.Method of Land Cover Refined Classification Supported by LiDAR Point Clouds[J].Remote Sensing Technology and Application,2016,31(1):165-169.[董保根,马洪超,车森,等.LiDAR点云支持下地物精细分类的实现方法[J].遥感技术与应用,2016,31(1):165-169.]
</p>
<p>
[12]Hu Bengang.Object-oriented Damage Building Extraction based on LiDAR and High Resolution Remote Sensing Imagery[D].Chengdu:Southwest Jiaotong University,2013.[胡本刚.基于LiDAR 点云与高分影像的面向对象的损毁建筑物提取方法研究[D].成都:西南交通大学,2013.]
</p>
<p>
[13]Bigdeli B,Samadzadegan F,Reinartz P.Fusion of Hyperspectral and LiDAR Data Using Decision Template-based Fuzzy Multiple Classifier System[J].International Journal of Applied Earth Observations & Geoinformation,2015,38:309-320.
</p>
<p>
[14]Zhang W,Li W,Zhang C,et al.Parcel-based Urban Land Use Classification in Megacity Using Airborne LiDAR,High Resolution Orthoimagery,and Google Street View[J].Computers,Environment and Urban Systems,2017,64:215-228.
</p>
<p>
[15]Sithole G,Vosselman G.Filtering of Airborne Laser Scanner Data based on Segmented Point Clouds[J].International Archives of Photogrammetry,Remote Sensing and Spatial Information Sciences,2005,36(3/w19):66-71.
</p>
<p>
[16]Wang H,Wang S,Chen Q,et al.An Improved Filter of Progressive TIN Densification for LiDAR Point Cloud Data[J].Wuhan University Journal of Natural Sciences,2015,20(4):362-368.
</p>
<p>
[17]Sun Bozhong.Multi-scale Segmentation Technique in High Resolution Image Information Extraction Application Research[D].Xi’an:Xi’an University of Science and Technology,2011.[孙波中.多尺度分割技术在高分辨率影像信息提取中的应用研究[D].西安:西安科技大学,2011.]
</p>
<p>
[18]Sun Ping,Deng Lei,Nie Juan.Multi-scale Remote Sensing Image Fusion Method based on Region Segmentation[J].Remote Sensing Technology and Application,2012,27(6):44-49.[孙萍,邓磊,聂娟.一种基于区域分割的多尺度遥感图像融合方法[J].遥感技术与应用,2012,27(6):844-849.]
</p>
<p>
[19]Feng Xin,Du Shihong,Zhang Fangli,et al.Urban Land Classification of High Resolution Images based on Multi-Scale Fusion[J].Geography and Geo-Information Science,2013,29(3):43-47.[冯昕,杜世宏,张方利,等.基于多尺度融合的高分辨率影像城市用地分类[J].地理与地理信息科学,2013,29(3):43-47.]
</p>
<p>
[20]He Shaolin,Xu Jinghua,Zhang Shuaiyi.Land Use Classification of Object-oriented Multi-scale by UAV Image[J].Remote Sensing for Land & Resources,2013,25(2):107-112.[何少林,徐京华,张帅毅.面向对象的多尺度无人机影像土地利用信息提取[J].国土资源遥感,2013,25(2):107-112.]
</p>
<p>
[21]Wang Huixian,Jin Huijia,Wang Jiaolong,et al.Optimization Approach for Multi-scale Segmentation of Remotely Sensed Imagery Under K-Means Clustering Guidance[J].Acta Geodaetica et Cartographica Sinica,2015,44(5):526-532.[王慧贤,靳惠佳,王娇龙,等.K均值聚类引导的遥感影像多尺度分割优化方法[J].测绘学报,2015,44(5):526-532.]
</p>
<p>
[22]Chen T,Guestrin C.XGBoost:A Scalable Tree Boosting System[C]∥ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.ACM,2016:785-794.
</p>
<p>
[23]Zhou Zhihua.Machine Learning[M].Beijing:Tsinghua University Press,2016.[周志华.机器学习[M].北京:清华大学出版社,2016.]
</p>
<p>
[24]Chen Tan.Research on Buildings Shadow Processing in High-Spatial Resolution RS Images[D].Chengdu:Southwest Jiaotong University,2014.[陈锬.高空间分辨率遥感影像中建筑物阴影的处理研究[D].成都:西南交通大学,2014.]
</p> |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|