Fuzzy ARTMAP supervised classification of multi-spectral remotely-sensed images

被引:47
作者
Mannan, B [1 ]
Roy, J
Ray, AK
机构
[1] Indian Inst Technol, Dept Elect & Elect Commun Engn, Kharagpur 721302, W Bengal, India
[2] ISRO, Reg Remote Sensing Serv Ctr, Kharagpur 721302, W Bengal, India
关键词
D O I
10.1080/014311698215991
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The fuzzy ARTMAP has been applied to the supervised classification of multi-spectral remotely-sensed images. This method is found to be more efficient, in terms of classification accuracy, compared to the conventional maximum likelihood classifier and also multi-layer perceptron with back propagation learning. The results have been discussed.
引用
收藏
页码:767 / 774
页数:8
相关论文
共 12 条
  • [1] [Anonymous], 1992, NEURAL NETWORKS FUZZ
  • [2] NEURAL NETWORK APPROACHES VERSUS STATISTICAL-METHODS IN CLASSIFICATION OF MULTISOURCE REMOTE-SENSING DATA
    BENEDIKTSSON, JA
    SWAIN, PH
    ERSOY, OK
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1990, 28 (04): : 540 - 552
  • [3] MULTISPECTRAL CLASSIFICATION OF LANDSAT-IMAGES USING NEURAL NETWORKS
    BISCHOF, H
    SCHNEIDER, W
    PINZ, AJ
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (03): : 482 - 490
  • [4] FUZZY NEURAL NETWORKS - A SURVEY
    BUCKLEY, JJ
    HAYASHI, Y
    [J]. FUZZY SETS AND SYSTEMS, 1994, 66 (01) : 1 - 13
  • [5] FUZZY ARTMAP - A NEURAL NETWORK ARCHITECTURE FOR INCREMENTAL SUPERVISED LEARNING OF ANALOG MULTIDIMENSIONAL MAPS
    CARPENTER, GA
    GROSSBERG, S
    MARKUZON, N
    REYNOLDS, JH
    ROSEN, DB
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (05): : 698 - 713
  • [6] ARTMAP - SUPERVISED REAL-TIME LEARNING AND CLASSIFICATION OF NONSTATIONARY DATA BY A SELF-ORGANIZING NEURAL NETWORK
    CARPENTER, GA
    GROSSBERG, S
    REYNOLDS, JH
    [J]. NEURAL NETWORKS, 1991, 4 (05) : 565 - 588
  • [7] Approaches for the production and evaluation of fuzzy land cover classifications from remotely-sensed data
    Foody, GM
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1996, 17 (07) : 1317 - 1340
  • [8] FOODY GM, 1994, INT J REMOTE SENS, V15, P619, DOI 10.1080/01431169408954100
  • [9] ADAPTIVE PATTERN-CLASSIFICATION AND UNIVERSAL RECODING .1. PARALLEL DEVELOPMENT AND CODING OF NEURAL FEATURE DETECTORS
    GROSSBERG, S
    [J]. BIOLOGICAL CYBERNETICS, 1976, 23 (03) : 121 - 134
  • [10] HERRMANN PD, 1992, IEEE T GEOSCI REMOTE, V30, P81