Shadow detection in colour high-resolution satellite images

被引:135
作者
Arevalo, V. [1 ]
Gonzalez, J. [1 ]
Ambrosio, G. [2 ]
机构
[1] Univ Malaga, Dept Syst Engn & Automat, E-29071 Malaga, Spain
[2] Decasat Ingn SL, Malaga 29590, Spain
关键词
D O I
10.1080/01431160701395302
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Image shadow segmentation has become a major issue in satellite remote sensing because of the recent commercial availability of high-resolution images. Detecting shadows is important for successfully carrying out applications such as change detection, land monitoring, object recognition, scene reconstruction, colour correction, etc. This paper presents a simple and effective procedure to segment shadow regions on high-resolution colour satellite images. The method applies a region growing process on a specific band (namely, the c(3) component of the c(1)c(2)c(3) colour space). To gain in robustness and precision, the region expansion also imposes a restriction on the saturation and intensity values of the shadow pixels, as well as on their edge gradients. The proposed method has been successfully tested on QuickBird images acquired under different lighting conditions and covering both urban and rural areas.
引用
收藏
页码:1945 / 1963
页数:19
相关论文
共 27 条
[11]  
JIANG CX, 1994, CVGIP-IMAG UNDERSTAN, V59, P213, DOI 10.1006/ciun.1994.1014
[12]  
Jianjun Huang, 2004, Fifth World Congress on Intelligent Control and Automation (IEEE Cat. No.04EX788), P3098
[13]  
KANJI GK, 1999, STAT TESTS, V100
[14]  
KOLLER D, 1993, INT J COMPUT VISION, V10, P257, DOI 10.1007/BF01539538
[15]  
MASSALABI A, 2004, 20 ISPRS C 12 23 JUL
[16]   REGION EXTRACTION AND SHAPE ANALYSIS IN AERIAL PHOTOGRAPHS [J].
NAGAO, M ;
MATSUYAMA, T ;
IKEDA, Y .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1979, 10 (03) :195-223
[17]   Detecting moving shadows: Algorithms and evaluation [J].
Prati, A ;
Mikic, I ;
Trivedi, MM ;
Cucchiara, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (07) :918-923
[18]  
ROSIN PL, 1995, 1995 BRIT C MACH VIS, V1, P347
[19]   Cast shadow segmentation using invariant color features [J].
Salvador, E ;
Cavallaro, A ;
Ebrahimi, T .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2004, 95 (02) :238-259
[20]  
Sarabandi P, 2004, INT GEOSCI REMOTE SE, P3744