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
[11]   WEIGHTED FUZZY PATTERN-MATCHING [J].
DUBOIS, D ;
PRADE, H ;
TESTEMALE, C .
FUZZY SETS AND SYSTEMS, 1988, 28 (03) :313-331
[12]   A REVIEW OF FUZZY SET AGGREGATION CONNECTIVES [J].
DUBOIS, D ;
PRADE, H .
INFORMATION SCIENCES, 1985, 36 (1-2) :85-121
[13]  
DUBOIS D, 1994, P EUFIT 2 EUR C INT, P48
[14]  
EVANS AN, 1994, IEEE IMAGE PROC, P466, DOI 10.1109/ICIP.1994.413357
[15]  
GRABISCH M, 1993, SECOND IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, P213, DOI 10.1109/FUZZY.1993.327487
[16]  
Heijmans HJAM., 1994, MORPHOLOGICAL IMAGE
[17]  
Hellwich O, 1996, INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL III, P883, DOI 10.1109/ICIP.1996.560918
[18]  
HELLWICH O, 1996, P IEEE INT GEOSC REM, V1, P330
[19]  
HELLWICH O, 1994, P IEEE INT GEOSC REM
[20]  
HENDRI A, 1988, P IEEE INT GEOSC REM, P1517