An explicit fuzzy supervised classification method for multispectral remote sensing images

被引:61
作者
Melgani, F [1 ]
Al Hashemy, BAR [1 ]
Taha, SMR [1 ]
机构
[1] Univ Baghdad, Dept Elect Engn, Coll Engn, Baghdad, Iraq
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2000年 / 38卷 / 01期
关键词
fuzzy classification; fuzzyfication; fuzzy reasoning rule; remote sensing;
D O I
10.1109/36.823921
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
Fuzz classification has become of great interest because, of its capacity to provide more useful information for geographic information systems. This paper describes an explicit fuzzy supervised classification method which consists of three steps. The explicit fuzzyfication is the first step where the pixel is transformed into a matrix of membership degrees representing the fuzzy inputs-of the process. Then, in the second step, a MIN fuzzy reasoning rule followed by a rescaling operation are applied,to deduce the fuzzy outputs, or in other words, the fuzzy classification of the pixel. Finally, a defuzzyfication step is carried out to produce a hard classification. The classification results on Landsat TM data demonstrate the promising performances of the method and comparatively short classification time.
引用
收藏
页码:287 / 295
页数:9
相关论文
共 15 条
[1]  
ADAMS JB, 1989, P IEEE INT GEOSC REM, P16
[2]  
[Anonymous], 1992, NEURAL NETWORKS FUZZ
[3]   NEURAL NETWORK APPROACHES VERSUS STATISTICAL-METHODS IN CLASSIFICATION OF MULTISOURCE REMOTE-SENSING DATA [J].
BENEDIKTSSON, JA ;
SWAIN, PH ;
ERSOY, OK .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1990, 28 (04) :540-552
[4]   FCM - THE FUZZY C-MEANS CLUSTERING-ALGORITHM [J].
BEZDEK, JC ;
EHRLICH, R ;
FULL, W .
COMPUTERS & GEOSCIENCES, 1984, 10 (2-3) :191-203
[5]   MULTISPECTRAL CLASSIFICATION OF LANDSAT-IMAGES USING NEURAL NETWORKS [J].
BISCHOF, H ;
SCHNEIDER, W ;
PINZ, AJ .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (03) :482-490
[6]   SEGMENTATION OF A THEMATIC MAPPER IMAGE USING THE FUZZY C-MEANS CLUSTERING-ALGORITHM [J].
CANNON, RL ;
DAVE, JV ;
BEZDEK, JC ;
TRIVEDI, MM .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1986, 24 (03) :400-408
[7]  
Foody GM, 1996, PHOTOGRAMM ENG REM S, V62, P491
[8]  
FOODY GM, 1994, INT J REMOTE SENS, V15, P619, DOI 10.1080/01431169408954100
[9]  
FOODY GM, 1992, PHOTOGRAMM ENG REM S, V58, P1335
[10]   CLASSIFICATION OF MULTISPECTRAL REMOTE-SENSING DATA USING A BACK-PROPAGATION NEURAL NETWORK [J].
HEERMANN, PD ;
KHAZENIE, N .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (01) :81-88