Fuzzy fusion techniques for linear features detection in multitemporal SAR images

被引:109
作者
Chanussot, J [1 ]
Mauris, G [1 ]
Lambert, P [1 ]
机构
[1] Univ Savoie, CESALP, LAMII, F-74016 Annecy, France
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 1999年 / 37卷 / 03期
关键词
data fusion; fuzzy operators; linear features extraction; mathematical morphology; nonlinear filtering; SAR images; road detection;
D O I
10.1109/36.763290
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper is concerned with the automatic detection of linear features in SAR satellite data, with application to road network extraction, After a directional prefiltering step, a morphological line detector is presented, To improve the detection performances, the results obtained on multitemporal data are fused, Different fusion strategies involving different fusion operators are then presented, Since extensions of classical set union and intersection do not lead to satisfactory results (the corresponding operators are either too indulgent or too severe), the first strategy consists of fusing the data using a compromise operator. The second strategy consists of fusing the results computed with two operators that have opposite properties, in order to obtain a final intermediate result, Thanks to the wide range of properties they provide, fuzzy operators are used to test and compare these two fusion strategies on real ERS-1 multitemporal data.
引用
收藏
页码:1292 / 1305
页数:14
相关论文
共 37 条
[1]  
ADAIR M, 1990, CANADIAN J REMOTE SE, V16, P10
[2]  
[Anonymous], 1993, MATH MORPHOLOGY IMAG
[3]   Information combination operators for data fusion: A comparative review with classification [J].
Bloch, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1996, 26 (01) :52-67
[4]   ON DETECTING EDGES IN SPECKLE IMAGERY [J].
BOVIK, AC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (10) :1618-1627
[5]   A GENERALIZATION OF MEDIAN FILTERING USING LINEAR-COMBINATIONS OF ORDER-STATISTICS [J].
BOVIK, AC ;
HUANG, TS ;
MUNSON, DC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (06) :1342-1350
[6]  
Bruniquel J., 1994, Proceedings of the SPIE - The International Society for Optical Engineering, V2315, P342, DOI 10.1117/12.196733
[7]  
Chanussot J, 1998, COMP IMAG VIS, V12, P399
[8]   Theoretical aspects of morphological filters by reconstruction [J].
Crespo, J ;
Serra, J ;
Schafer, RW .
SIGNAL PROCESSING, 1995, 47 (02) :201-225
[9]   Modeling of reliability with possibility theory [J].
Delmotte, F ;
Borne, P .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1998, 28 (01) :78-88
[10]   POSSIBILITY THEORY AND DATA FUSION IN POORLY INFORMED ENVIRONMENTS [J].
DUBOIS, D ;
PRADE, H .
CONTROL ENGINEERING PRACTICE, 1994, 2 (05) :811-823