Please wait a minute...
img

官方微信

遥感技术与应用  2016, Vol. 31 Issue (4): 653-662    DOI: 10.11873/j.issn.1004-0323.2016.4.0653
综述     
高分辨率光学遥感图像建筑物提取研究进展
王俊,秦其明,叶昕,王建华,秦雪彬,杨绣丞
(北京大学遥感与地理信息系统研究所,北京 100871 )
A Survey of Building Extraction Methods from Optical High Resolution Remote Sensing Imagery
Wang Jun,Qin Qiming,Ye Xin,Wang Jianhua,Qin Xuebin,Yang Xiucheng
(Institute of Remote Sensing and Geographic Information System,Peking University,Beijing 100871,China)
 全文: PDF(1295 KB)  
摘要:

建筑物提取是高分辨率光学遥感图像理解和目标识别的重要研究方向。实现自动化、智能化、可靠准确的遥感图像建筑物提取对基础地理数据获取和更新具有重要的应用价值和现实意义。在概述高分辨率光学遥感图像建筑物提取研究现状的基础上,综述了当前建筑物提取的主要思想和方法,将主流的建筑物提取代表性方法分为自底向上数据驱动方法(Data-driven)和自顶向下模型驱动方法(Model\|driven)两大类,在综合比较评述各方法特性的基础上,对该领域仍然存在的问题和研究方向进行了分析和展望。

关键词: 高分辨率光学遥感图像建筑物提取自动目标识别遥感图像理解    
Abstract:

Building extraction is one of the most challenging research topics in remote sensing image understanding.It is of great significance in practice to exploit automatic,intelligent,accurate building extraction approaches.This paper firstly outlines the history and recent development of building extraction from remote sensing imagery,and then provides a comprehensive survey of state-of-the-art approaches,to divide them into the bottom\|up (data-driven) methods and top-down (model-driven) methods.Finally,the remaining problems and future development trends are provided for building extraction from high resolution remote sensing imagery.

Key words: High-resolution optical remote sensing image    Building extraction    Automatic target recognition    Remote sensing mage understanding
收稿日期: 2015-05-21 出版日期: 2016-10-14
:  TP 79  
基金资助:

国家高分辨率对地观测系统重大专项项目(11-Y20A05-9001-15/16\,11-Y20A32-9001-15/17),国家自然科学基金项目(41230747)。

通讯作者: 秦其明(1955-),男,江苏徐州人,教授,主要从事定量遥感与遥感图像智能解译研究。Email:qmqinpku@163.com。   
作者简介: 王俊(1989-),男,云南昭通人,博士研究生,主要从事高空间分辨率遥感信息提取研究。Email:wangjun.cau@foxmail.com。
服务  
把本文推荐给朋友
加入引用管理器
E-mail Alert
RSS
作者相关文章  
王俊
秦其明
叶昕
王建华
秦雪彬
杨绣丞

引用本文:

王俊,秦其明,叶昕,王建华,秦雪彬,杨绣丞. 高分辨率光学遥感图像建筑物提取研究进展[J]. 遥感技术与应用, 2016, 31(4): 653-662.

Wang Jun,Qin Qiming,Ye Xin,Wang Jianhua,Qin Xuebin,Yang Xiucheng. A Survey of Building Extraction Methods from Optical High Resolution Remote Sensing Imagery. Remote Sensing Technology and Application, 2016, 31(4): 653-662.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2016.4.0653        http://www.rsta.ac.cn/CN/Y2016/V31/I4/653

[1]Li Deren,Tong Qingxi,Li Rongxing,et al.Current Issues in High-resolution Earth Observation Technology[J].Science China:Earth Science,2012,42(6):805-813.[李德仁,童庆禧,李荣兴,等.高分辨率对地观测的若干前沿科学问题[J].中国科学:地球科学,2012,42(6):805-813.]

[2]Qin Qiming.The Problem and Approach in the Auto-interpretation of Remote Sensing Imagery[J].Science of Surveying and Mapping,2000,25(2):21-24.[秦其明.遥感图像自动解译面临的问题与解决的途径[J].测绘科学,2000,25(2):21-24.]

[3]Blaschke T,Hay G J,Kelly M,et al.Geographic Object-based Image Analysis-towards a New Paradigm[J].ISPRS Journal of Photogrammetry and Remote Sensing,2014,87(0):180-191.

[4]Sun Xian,Fu Kun,Wang Hongqi.High Resolution Remote Sensing Image Understanding[M].Beijing:Science Press,2011.[孙显,付琨,王宏琦.高分辨率遥感图像理解[M].北京:科学出版社,2011.]

[5]Zhang Qingyun,Zhao Dong.Research on Methods of Building Extraction from High Resolution Remote Sensing Images[J].Geomatics & Spatial Information Technology,2015,(4):78-82.[张庆云,赵冬.高空间分辨率遥感影像建筑物提取方法综述[J].测绘与空间地理信息,2015,(4):78-82.]

[6]Mayer H.Automatic Object Extraction from Aerial Imagery—A Survey Focusing on Buildings[J].Computer Vision and Image Understanding,1999,74(2):138-149.

[7]Huertas A,Nevatia R.DetectingBuildings in Aerial Images[C]//Computer Vision,Graphics and Image Processing,1988,41(2):131-152.

[8]Mohan R,Nevatia R.UsingPerceptual Organization to Extract 3D Structures[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1989,11(11):1121-1139.[9]Shufelt J A,McKeown D M.Fusion of Monocular Cues to Detect Man-made Structures in Aerial Imagery[J].Computer Vision,Graphics and Image Processing,1993,57(3):307-330.

[10]Jaynes C O,Stolle F,Collins R T.Task Driven Perceptual Organization for Extraction of Rooftop Polygons[C]//Applications of Computer Vision,1994.Proceedings of the Second IEEE Workshop on.1995,(5):152-159.

[11]Kim T,Muller J P.Automated Urban Area Building Extraction from High Resolution Stereo Imagery[J].Image and Vision Computing,1996,14(2):115-130.[12]Ming Dongping,Luo Jiancheng,Shen Zhanfeng,et al.Research on Information Extraction and Target Recognition from High Resolution Remote Sensing Image[J].Science of Surveying and Mapping,2005,30(3):18-20.[明冬萍,骆剑承,沈占锋.高分辨率遥感影像信息提取与目标识别技术研究[J].测绘科学,2005,30(3):18-20.]

[13]Wang J,Yang X,Qin X,et al.An Efficient Approach for Automatic Rectangular Building Extraction from very High Resolution Optical Satellite Imagery[J].IEEE Geoscience and Remote Sensing Letters,2015,12(3):487-491.

[14]Kim Z W,Huertas A,Nevatia R.Automatic Description of Buildings with Complex Rooftops from Multiple Images[C]//2001 IEEE Conference on Computer Vision and Pattern Recognition,IEEE Computer Society,2001:272-279.

[15]Tao Wenbing,Liu Jian,Tian Jinwen.A New Approach to Extract Rectangle Building Automatically from Aerial Images[J].Chinese Journal of Computers,2003,26(7):866-873.[陶文兵,柳健,田金文,等.一种新型的航空图像城区建筑物自动提取方法[J].计算机学报,2003,26(7):866-873.]

[16]Katartzis A,Sahli H.A Stochastic Framework for the Identification of Building Rooftops Using a Single Remote Sensing Image[J].IEEE Transactions on Geoscience and Remote Sensing,2008,46(1):259-271.

[17]Kim T,Muller P.Development of a Graph-based Approach for Building Detection[J].Image and Vision Computing,1999,17(1):3-14.

[18]Liu Zhengjun,Zhang Jixian,Meng Yabin,et al.Method of Building Extraction from High Resolution Image based on Classification and Shape Generalization[J].Science of Surveying and Mapping,2007,32(3):38-39,46.[刘正军,张继贤,孟亚宾,等.基于分类与形态综合的高分辨率影像建筑物提取方法研究[J].测绘科学,2007,32(3):38-39,46.]

[19]Saeedi P,Zwick H.Automatic Building Detectionin Aerial and Satellite Images[C]//International Conference on Control,Automation,Robotics and Vision,2008:623-629.

[20]Izadi M,Saeedi P.Three-dimensional Polygonal Building Model Estimationfrom Single Satellite Images[J].IEEE Transactions on Geoscience and Remote Sensing,2012,50(6):2254-2272.

[21]Cui S Y,Yan Q,Reinartz P.Complex Building Description and Extraction based on Hough Transformation and Cycle Detection[J].Remote Sensing Letters,2012,3(2):151-159.[22]Ok A O.Automated Detection of Buildings from Single VHR Multispectral Images Using Shadow and Graph Cuts[J].ISPRS Journal of Photogrammetry and Remote Sensing,2013,86:21-40.

[23]Ok A O,Senaras C,Yuksel B.Automated Detection of Arbitrarily Shaped Buildings in Complex Environments from Monocular VHR Optical Satellite Imagery[J].IEEE Transactions on Geoscience and Remote Sensing 2013,51(3):1701-1717.

[24]Cote M,Saeedi P.Automatic Rooftop Extraction in Nadir Aerial Imagery of Suburban Regions Using Corners and Variational Level Set Evolution[J].IEEE Transactions on Geoscience and Remote Sensing,2013,51(1):313-328.

[25]Jin X,Davis C H.Automated Building Extraction from High-Resolution Satellite Imagery in Urban Areas Using Structural,Contextual,and Spectral Information[J].Eurasip Journal on Advances in Signal Processing,2005,2005(14):1-11.

[26]Sirmacek B,Unsalan C.A Probabilistic Framework to Detect Buildings in Aerial and Satellite Images[J].IEEE Transactions on Geoscience and Remote Sensing,2011,49(1):211-221.

[27]Baatz M,Schpe A.Multi-resolution Segmentation:An Optimization Approach for High Quality Multi-scale Image Segmentation[C]//Beitrge Symposium,2000:12-23.

[28]Sirmacek B,Unsalan C.Urban-Area and Building Detection Using SIFT Keypoints and Graph Theory[J].IEEE Transactions on Geoscience and Remote Sensing,2009,47(4):1156-1167.

[29]Aytekn ,Erener A,Ulusoy 〖AKI·〗,et al.Unsupervised Building Detection in Complex Urban Environments from Multispectral Satellite Imagery[J].International Journal of Remote Sensing,2012,33(7):2152-2177.

[30]Qiao Cheng,Luo Jiancheng,Wu Quanyuan,et al.Object-oriented Method based Urban Building Extraction from High Resolution Remote Sensing Image[J].Geography and Geo-Information Science,2008,24(15):36-39.[乔程,骆剑承,吴泉源,等.面向对象的高分辨率影像城市建筑物提取[J].地理与地理信息科学,2008,24(15):36-39.]

[31]Wegner J D,Soergel U,Rosenhahn B.Segment-based Building Detection with Conditional Random Fields[C]//Urban Remote Sensing Event (JURSE),2011 Joint:11-13 April;2011:205-208.

[32]Izadi M,Saeedi P.Automatic Building Detection in Aerial Images Using a Hierarchical Featurebased Image Segmentation[C]//Pattern Recognition (ICPR),2010 20th International Conference on,2010:472-475.

[33]Maruyama Y,Tashiro A,Yamazaki F.Use of Digital Surface Model Constructed from Digital Aerial Images to Detect Collapsed Buildings during Earthquake[J].Procedia Engineering,2011,14(2259):552-558.

[34]Tournaire O,Brédif M,Boldo D,et al.An Efficient Stochastic Approach for Building Footprint Extraction from Digital Elevation Models[J].ISPRS Journal of Photogrammetry and Remote Sensing,2010,65(4):317-327.

[35]Li Y,Zhu L,Gong P,et al.A Refined Marker Controlled Watershed for Building Extraction from DSM and Imagery[J].International Journal of Remote Sensing,2010,31(6):1441-1452.

[36]Nyaruhuma A P,Gerke M,Vosselman G,et al.Verification of 2D Building Outlines Using Oblique Airborne Images[J].ISPRS Journal of Photogrammetry and Remote Sensing,2012,71(4):62-75.

[37]Haala N,Kada M.An Update on Automatic 3D Building Reconstruction[J].ISPRS Journal of Photogrammetry and Remote Sensing,2010,65(6):570-580.

[38]Ferro A,Brunner D,Bruzzone L.Automatic Detection and Reconstruction of Building Radar Footprints from Single VHR SAR Images[J].IEEE Transactions on Geoscience and Remote Sensing,2013,51(2):935-952.

[39]Sohn G.Data Fusion of High-resolution Satellite Imagery and LIDAR Data for Automatic Building Extraction[J].ISPRS Journal of Photogrammetry and Remote Sensing,2007,62(1):43-63.

[40]Hermosilla T,Ruiz L A,Recio J A,et al.Evaluation of Automatic Building Detection Approaches Combining High Resolution Images and LiDAR Data[J].Remote Sensing,2011,3(6):1188-1210.

[41]Poulain V,Inglada J,Spigai M,et al.High-resolution Optical and SAR Image Fusion for Building Database Updating[J].IEEE Transactions on Geoscience and Remote Sensing,2011,49(8):2900-2910.

[42]Huang X,Zhang L.Morphological Building/Shadow Index for Building Extraction From High-resolution Imagery Over Urban Areas[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2012,5(1):161-172.〖JP〗

[43]Zhou Yanan,Shen Zhanfeng,Luo Jiancheng,et al.Shadow-Assisted Object-oriented Extraction of Urban Buildings[J].Geography and Geo-Information Science,2010,26(3):37-40.[周亚男,沈占锋,骆剑承,等.阴影辅助下的面向对象城市建筑物提取[J].地理与地理信息科学,2010,26(3):37-40.]

[44]Xiang Y,Sun Y,Li C.ARooftop Extraction Method Using Color Feature,Height Map Information and Road Information[C]//Proc.of SPIE,Image and Signal Processing for Remote Sensing,2012,8357:85370T-85370T.

[45]Zhang Z,Srihari R.Qualitative Building Detection from Monocular Imagesbased on Linguistic Context[C]//Proc Vision Interface,1998:1-8.

[46]Akcay H G,Aksoy S.Automatic Detection of Geospatial Objects Using Multiple Hierarchical Segmentations[J].IEEE Transactions on Geoscience and Remote Sensing,2008,46(7):2097-2111.

[47]Tao Chao,Tan Yihua,Peng Bifa,et al.A Probabilistic Latent Semantic Analysis based Classification for High Resolution Remotely Sensed Imagery[J].Acta Geodaetica et Cartographica Sinica,2011,40(2):156-162.[陶超,谭毅华,彭碧发,等.一种基于概率潜在语义模型的高分辨率遥感影像分类方法[J].测绘学报,2011,40(2):156-162.]

[48]Tang H,Shen L,Qi Y,et al.A Multiscale Latent Dirichlet Allocation Model for Object-oriented Clustering of VHR Panchromatic Satellite Images[J].IEEE Transactions on Geoscience and Remote Sensing,2013,51(3):1680-1692.

[49]Feng H,Jiang Z G,Yin J H.Roof-topDetection based on Structural Elements Combination[C]//IEEE International Geoscience and Remote Sensing Symposium (IGARSS),2012:2213-2216.

[50]Kumar S,Hebert M.Man-made Structure Detection in Natural Images Using a Causal Multiscale Random Field[C]//Proceedings of Computer Vision and Pattern Recognition,2003:I-119-I-126 vol.111.

[51]Li E,Femiani J,Shibiao X,et al.Robust Rooftop Extraction from Visible Band Images Using Higher Order CRF[J].IEEE Transactions on Geoscience and Remote Sensing,2015,53(8):4483-4495.

[52]Mayunga S D,Coleman D J,Zhang Y.A Semi-automated Approach for Extracting Buildings from Quickbird Imagery Applied to Informal Settlement Mapping[J].International Journal of Remote Sensing,2007,28(10):2343-2357.

[53]Karantzalos K,Paragios N.Recognition-driven Two-dimensional Competing Priors Toward Automatic and Accurate Building Detection[J].IEEE Transactions on Geoscience and Remote Sensing,2009,47(1):133-144.

[54]Peng J,Zhang D,Liu Y.An Improved Snake Model for Building Detection from Urban Aerial Images[J].Pattern Recognition Letters,2005,26(5):587-595.

[55]Liasis G,Stavrou S.Building Extraction in Satellite Images Using Active Contours and Colour Features[J].International Journal of Remote Sensing,2016,37(5):1127-1153.

[56]Tian Hao,Yang Jian,Wang Yanming,et al.Towards Automatic Building Extraction:Variational Level Set Model Using Prior Shape Knowledge[J].Acta Automatica Sinica,2010,36(11):1502-1511.[田昊,杨剑,汪彦明.基于先验形状约束水平集模型的建筑物提取方法[J].自动化学报,2010,36(11):1502-1511.]

[57]Huang Jinku,Feng Xianfeng,Xu Xiuli,et al.A Study of Building Extraction based on Morphological Rehabilitation and Rule-oriented Classification[J].Geography and Geo-Information Science,2011,27(4):28-31.[黄金库,冯险峰,徐秀莉,〖HJ2mm〗等.基于知识规则构建和形态学修复的建筑物提取研究[J].地理与地理信息科学,2011,27(4):28-31.]

[58]Wu Wei,Luo Jiancheng,Shen Zhanfeng,et al.Building Extraction from High Resolution Remote Sensing Imagery based on Spatial-Spectral Method[J].Geomatics and Information Science of Wuhan University,2012,37(7):800-805.[吴炜,骆剑承,沈占锋,等.光谱和形状特征相结合的高分辨率遥感图像的建筑物提取方法[J],武汉大学学报:信息科学版,2012,37(7):800-805.]

[59]Ahmadi S,Zoej M V,Ebadi H,et al.Automatic Urban Building Boundary Extraction from High Resolution Aerial Images Using an Innovative Model of Active Contours[J].International Journal of Applied Earth Observation and Geoinformation,2010,12(3):150-157.

[60]Karim.A Featureless Approach to 3D Polyhedral Building Modeling from Aerial Images[J].Sensors,2011,11(1):228-259.

[61]Baltsavias E P.ObjectExtraction and Revision by Image Analysis Using Existing Geodata and Knowledge:Current Status and Steps Towards Operational Systems[J].ISPRS Journal of Photogrammetry and Remote Sensing,2004,58(3-4):129-151.

[62]Chen L.Topological Structure in Visual Perception[J].Science,1982,218(4573):699-700.

[63]Chen L,Zhang S,Srinivasan M V.GlobalPerception in Small Brains:Topological Pattern Recognition in Honey Bees[J].Proceedings of the National Academy of Sciences,2003,100(11):6884-6889.

[64]Ma Li.Research on Road Information Extraction from High Resolution Imagery based on Global Precedence[D].Wuhan:Wuhan University,2011.[马力.基于整体优先性的遥感影像道路信息提取研究[D].武汉:武汉大学,2011.]

[65]Fu Qiankun,Wu Bo,Wang Xiaoqin,et al.Extraction and Its Height Estimation over Urban Areas based on Morphological Building Index[J].Remote Sensing Technology and Application,2015,30(1):148-154.[付乾坤,吴波,汪小钦,等.基于形态学建筑物指数的城市建筑物提取及其高度估算[J].遥感技术与应用,2015,30(1):148-154.]

[66]Liu G,Lin Z,Yan S,et al.Robust Recovery of Subspace Structures by Low-rank Representation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2013,35(1):171-184.

[67]Diao W,Sun X,Dou F,et al.Object Recognition in Remote Sensing Images Using Sparse Deep Belief Networks[J].Remote Sensing Letters,2015,6(10):745-754.

[68]LeCun Y,Bengio Y,Hinton G.DeepLearning[J].Nature,2015,521(7553):436-444.

[69]Schmidhuber J.Deep Learning in Neural Networks:An Overview[J].Neural Networks,2015,61:85-117.

[1] 丁哲,汪小钦,邬群勇. 遥感影像空间分辨率对城市建筑物高度估算精度的影响[J]. 遥感技术与应用, 2018, 33(3): 418-427.
[2] 姜萍,刘修国,陈启浩,邵芳芳. 利用多尺度SVM-CRF模型的极化SAR图像建筑物提取[J]. 遥感技术与应用, 2017, 32(3): 475-482.
[3] 张 波,王 超,张 红,吴 樊. SAR影像建筑物提取与高度反演研究综述[J]. 遥感技术与应用, 2012, 27(4): 496-503.
[4] 冯甜甜, 龚健雅. 基于建筑物提取的精细尺度人口估算研究[J]. 遥感技术与应用, 2010, 25(3): 323-327.
[5] 李巍岳胡志斌,朱教君,李娜,马聪. 利用边缘检测对高分辨率影像中建筑物的提取研究

[J]. 遥感技术与应用, 2009, 24(4): 502-506.