Self-organizing neural networks for unsupervised classification of polarimetric SAR data on complex landscapes

被引:1
|
作者
Putignano, C. [1 ]
Schiavon, G. [1 ]
Solimini, D. [1 ]
Trisasongko, B. [2 ]
机构
[1] Univ Roma Tor Vergata, DISP, Rome, Italy
[2] Bogor Agr Univ, Bogor, Indonesia
关键词
D O I
10.1109/IGARSS.2006.134
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
This paper refers to a study on the pixel-by-pixel unsupervised classification of a polarimetric SAR image of a Central Italy landscape. The polarimetric data have been processed by self-organizing neural networks to test their performance in classifying a complex landscape. The discrimination accuracy attained by the self-organizing map method is compared both against that of H/A alpha-Wishart unsupervised procedure and of a supervised scheme.
引用
收藏
页码:504 / +
页数:2
相关论文
共 50 条
  • [1] Polarimetric SAR data classification method using the self-organizing map
    Hosokawa, M
    Hoshi, T
    [J]. IGARSS 2002: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM AND 24TH CANADIAN SYMPOSIUM ON REMOTE SENSING, VOLS I-VI, PROCEEDINGS: REMOTE SENSING: INTEGRATING OUR VIEW OF THE PLANET, 2002, : 3468 - 3470
  • [2] A Self-Organizing Ensemble of Deep Neural Networks for the Classification of Data from Complex Processes
    Stahl, Niclas
    Falkman, Goran
    Mathiason, Gunnar
    Karlsson, Alexander
    [J]. INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: APPLICATIONS, IPMU 2018, PT III, 2018, 855 : 248 - 259
  • [3] Unsupervised classification of polarimetric SAR images using neural networks
    Yahia, M
    Belhadj, Z
    [J]. IGARSS 2003: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS I - VII, PROCEEDINGS: LEARNING FROM EARTH'S SHAPES AND SIZES, 2003, : 203 - 205
  • [4] SELF-ORGANIZING FEATURE MAP BASED POLARIMETRIC SAR DATA DENOISING
    Shitole, Sanjay
    Rao, Y. S.
    Mohan, B. Krishna
    Das, Anup
    [J]. 2013 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2013, : 2373 - 2376
  • [5] Self-organizing neural networks for spatial data
    Babu, GP
    [J]. PATTERN RECOGNITION LETTERS, 1997, 18 (02) : 133 - 142
  • [6] Self-organizing neural networks for data projection
    Su, MC
    Chang, HT
    [J]. INTERNET APPLICATIONS, 1999, 1749 : 206 - 215
  • [7] Polarimetric SAR data classification using competitive neural networks
    Ito, Y
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1998, 19 (14) : 2665 - 2684
  • [8] A polarimetric SAR data classification method using neural networks
    Ito, Y
    Omatu, S
    [J]. IGARSS '98 - 1998 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, PROCEEDINGS VOLS 1-5: SENSING AND MANAGING THE ENVIRONMENT, 1998, : 1790 - 1792
  • [9] Classification and prediction of hail using self-organizing neural networks
    Ultsch, A
    Guimaraes, G
    Schmid, W
    [J]. ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1622 - 1627
  • [10] AUDITORY MODELING AND SELF-ORGANIZING NEURAL NETWORKS FOR TIMBRE CLASSIFICATION
    COSI, P
    DEPOLI, G
    LAUZZANA, G
    [J]. JOURNAL OF NEW MUSIC RESEARCH, 1994, 23 (01) : 71 - 98