AUTOMATIC RECTANGULAR BUILDING DETECTION FROM VHR AERIAL IMAGERY USING SHADOW AND IMAGE SEGMENTATION

被引:0
作者
Ngo, Tran-Thanh [1 ]
Collet, Christophe [1 ]
Mazet, Vincent [1 ]
机构
[1] Univ Strasbourg, ICube, CNRS, 300 Bd Sebastien Brant CS 10413, F-67412 Illkirch Graffenstaden, France
来源
2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2015年
关键词
Building detection; image segmentation; Markov random field; very high resolution; remote sensing; SHAPE; GRAPH;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces a novel approach for the automated detection of rectangular buildings from monocular very high resolution (VHR) aerial images. The overall idea of this work is first to decompose the image into small homogeneous regions and treat all regions as candidates. According to the position of the shadows, a merging process is then performed over regions having similar spectral characteristics to produce building regions whose shapes are appropriate to rectangles. The experimental results prove that the proposed method is applicable in various areas (high dense urban, suburban, and rural) and is highly robust and reliable.
引用
收藏
页码:1483 / 1487
页数:5
相关论文
共 26 条
[1]   SLIC Superpixels Compared to State-of-the-Art Superpixel Methods [J].
Achanta, Radhakrishna ;
Shaji, Appu ;
Smith, Kevin ;
Lucchi, Aurelien ;
Fua, Pascal ;
Suesstrunk, Sabine .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (11) :2274-2281
[2]   BUILDING DETECTION USING DIRECTIONAL SPATIAL CONSTRAINTS [J].
Akcay, H. Goekhan ;
Aksoy, Selim .
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, :1932-1935
[3]   Building Reconstruction Using DSM and Orthorectified Images [J].
Arefi, Hossein ;
Reinartz, Peter .
REMOTE SENSING, 2013, 5 (04) :1681-1703
[4]  
BESAG J, 1986, J R STAT SOC B, V48, P259
[5]  
Dikmen Mehmet, 2014, IEEE GEOSCIENCE REMO, V11
[6]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[7]   DETECTING BUILDINGS IN AERIAL IMAGES [J].
HUERTAS, A ;
NEVATIA, R .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1988, 41 (02) :131-152
[8]  
IRVIN RB, 1989, IEEE T SYST MAN CYB, V19, P1564, DOI [10.1109/21.44071, 10.1117/12.952691]
[9]  
Korting TS, 2008, VISAPP 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 1, P467
[10]   A Resegmentation Approach for Detecting Rectangular Objects in High-Resolution Imagery [J].
Korting, Thales Sehn ;
Dutra, Luciano Vieira ;
Garcia Fonseca, Leila Maria .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (04) :621-625