Fuzzy logic system for road identification using Ikonos images

被引:21
作者
Amini, J [1 ]
Lucas, C [1 ]
Saradjian, MR [1 ]
Azizi, A [1 ]
Sadeghian, S [1 ]
机构
[1] Univ Tehran, Tehran, Iran
关键词
fuzzy logic; histogram smoothing; Ikonos image; road identification;
D O I
10.1111/0031-868X.00201
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Research into both extraction of man-made objects and automatic change detection from aerial and satellite images has made significant progress in recent years. This paper presents an approach, based on a fuzzy logic system, for the identification of suburban roads in Ikonos images. The linguistic variables are the mean and standard deviation (SD) of different objects with Gaussian After the roads have been identified provision I, and their skeleton extracted, the skeleton call be vectorised and then used as direct input to a GIS for further analysis. The method was tested on all Ikonos "Geo" image covering Bilesaval in north-western Iran. For the suburban area of Bilesavar, the results showed that grey scale values ranged from 20 to 190 for non-roads and 226 to 228 for roads, the optimum width of the Gaussian kernel function was 3 and the SD was 0.4. It was also found that about 91% of main roads With a Width of 6 to 12 pixels could be extracted from high resolution satellite imagery by the algorithm. The computer program for this study has been deleveloped in visual C++ based on Windows 98.
引用
收藏
页码:493 / 503
页数:11
相关论文
共 11 条
[1]   Automatic finding of main roads in aerial images by using geometric-stochastic models and estimation [J].
Barzohar, M ;
Cooper, DB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (07) :707-721
[2]  
Baumgartner A, 1999, PHOTOGRAMM ENG REM S, V65, P777
[3]  
Couloigner I, 2000, PHOTOGRAMM ENG REM S, V66, P867
[4]  
Gerlach F., 2000, INT ARCH PHOTOGRA B1, VXXXIII, P128
[5]  
Gruen A, 1997, PHOTOGRAMM ENG REM S, V63, P985
[6]  
Li RX, 1998, PHOTOGRAMM ENG REM S, V64, P1165
[7]   Integration of IRS-1A L2 data by fuzzy logic approaches for landuse classification [J].
Mohan, BK ;
Madhavan, BB ;
Gupta, UMD .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2000, 21 (08) :1709-1723
[8]  
MOON WM, 1991, GEOINFORMATICS, V2, P171
[9]  
Saradjian M., 2000, INT ARCH PHOTOGRAMME, V33, P36
[10]   Modelling and representation issues in automated feature extraction from aerial and satellite images [J].
Sowmya, A ;
Trinder, J .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2000, 55 (01) :34-47