Using fuzzy SOM strategy for satellite image retrieval and information mining

被引:0
|
作者
Huang, Yo-Ping [1 ]
Chang, Tsun-Wei [1 ]
Kao, Li-Jen [1 ]
Sandnes, Frode-Eika [2 ]
机构
[1] Tatung Univ, Dept Comp Sci & Engn, Taipei 10451, Taiwan
[2] Oslo Univ Coll, Fac Engn, Oslo, Norway
来源
INT CONF ON CYBERNETICS AND INFORMATION TECHNOLOGIES, SYSTEMS AND APPLICATIONS/INT CONF ON COMPUTING, COMMUNICATIONS AND CONTROL TECHNOLOGIES, VOL 1 | 2007年
关键词
satellite image; early-waming system; genetic algorithm; image retrieval; relevance feedback;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an efficient satellite image retrieval and knowledge discovery model. The strategy comprises two major parts. First, a computational algorithm is used for off-line satellite image feature extraction, image data representation and image retrieval. Low level features are automatically extracted from the segmented regions of satellite images. A self-organization feature map is used to construct a two-layer satellite image concept hierarchy. The events are stored in one layer and the corresponding feature vectors are categorized in the other layer. Second, a user friendly interface is provided that retrieves images of interest and mines useful information based on the events in the concept hierarchy. The proposed system is evaluated with prominent features such as typhoons or high-pressure masses.
引用
收藏
页码:13 / +
页数:2
相关论文
共 50 条
  • [1] A content based image information retrieval and video thumbnail extraction framework using SOM
    Joey Pinto
    Pooja Jain
    Tapan Kumar
    Multimedia Tools and Applications, 2021, 80 : 16683 - 16709
  • [2] A content based image information retrieval and video thumbnail extraction framework using SOM
    Pinto, Joey
    Jain, Pooja
    Kumar, Tapan
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (11) : 16683 - 16709
  • [3] GeoBrowse: An integrated environment for satellite image retrieval and mining
    Marchisio, GB
    Li, WH
    Sannella, M
    Goldschneider, JR
    IGARSS '98 - 1998 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, PROCEEDINGS VOLS 1-5: SENSING AND MANAGING THE ENVIRONMENT, 1998, : 669 - 673
  • [4] Eigen fuzzy sets and image information retrieval
    Di Martino, F
    Sessa, S
    Nobuhara, H
    2004 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, PROCEEDINGS, 2004, : 1385 - 1390
  • [5] A content-based image retrieval using PCA and SOM
    Ayech, Marouane Ben Haj
    Amiri, Hamid
    INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2016, 9 (4-5) : 276 - 282
  • [6] Content based image retrieval using a bootstrapped SOM network
    Georgakis, Apostolos
    Li, Haibo
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 595 - 601
  • [7] Satellite Cloud Image Processing And Information Retrieval System
    Gurve, Mahendra Kumar
    Sarup, Jyoti
    PROCEEDINGS OF THE 2012 WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES, 2012, : 292 - 296
  • [8] RETRACTED ARTICLE: Content based satellite image retrieval system using fuzzy clustering
    P. K. Kavitha
    P. Vidhya Saraswathi
    Journal of Ambient Intelligence and Humanized Computing, 2021, 12 : 5541 - 5552
  • [9] Retraction Note to: Content based satellite image retrieval system using fuzzy clustering
    P. K. Kavitha
    P. Vidhya Saraswathi
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 (Suppl 1) : 341 - 341
  • [10] Vocabulary mining for information retrieval: rough sets and fuzzy sets
    Srinivasan, P
    Ruiz, ME
    Kraft, DH
    Chen, JH
    INFORMATION PROCESSING & MANAGEMENT, 2001, 37 (01) : 15 - 38