Clustering Algorithm for Texture Data from Remote Sensing

被引：0
|
作者：
Sidorova, V. S. [1 ]
机构：
[1] Russian Acad Sci, Inst Computat Math & Math Geophys, Siberian Branch, Pr Akademika Lavrenteva 6, Novosibirsk 630090, Russia
来源：
OPTOELECTRONICS INSTRUMENTATION AND DATA PROCESSING | 2010年 / 46卷 / 05期
基金：
俄罗斯基础研究基金会;
关键词：
remote sensing; cluster analysis; multidimensional histogram; texture;
D O I：
10.3103/S8756699011050050
中图分类号：
O4 [物理学];
学科分类号：
0702 ;
摘要：
A histogram-based clustering algorithm is proposed that takes into account features of the collection of image texture statistics. The algorithm allows the addition of the false clusters occurring on the boundaries of objects with different textures, thus significantly reducing their number. The clusters are analyzed by estimating their separability in the multidimensional vector space of features and the image context. The application of the algorithm to the automated recognition of types of land cover from aerial photographs of forest landscapes is considered. A comparison of cluster maps and schematic map of ground survey shows their good agreement
引用
收藏
页码：435 / 442
页数：8
相关论文
共 50 条
  • [1] Clustering algorithm for texture data from remote sensing
    V. S. Sidorova
    Optoelectronics, Instrumentation and Data Processing, 2010, 46 (5) : 435 - 442
  • [2] Automatic hierarchical clustering algorithm for remote sensing data
    Sidorova V.S.
    Pattern Recognition and Image Analysis, 2011, 21 (02) : 328 - 331
  • [3] STUDY OF NEURAL NETWORK ALGORITHM OF THE EARTH REMOTE SENSING DATA CLUSTERING
    Ivanov, O. Yu.
    Vorobyova, A. S.
    2014 24TH INTERNATIONAL CRIMEAN CONFERENCE MICROWAVE & TELECOMMUNICATION TECHNOLOGY (CRIMICO), 2014, : 1215 - 1216
  • [4] TEXTURE TRANSFORMS OF REMOTE-SENSING DATA
    IRONS, JR
    PETERSEN, GW
    REMOTE SENSING OF ENVIRONMENT, 1981, 11 (05) : 359 - 370
  • [5] A Method for Automatic Clustering of Remote Sensing Data
    Vasil'eva, Irina
    Popov, Anatoliy
    2019 IEEE 2ND UKRAINE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (UKRCON-2019), 2019, : 48 - 51
  • [6] Non-parametric grid-based clustering algorithm for remote sensing data
    Pestunov, IA
    Sinyavsky, YN
    Proceedings of the Second IASTED International Multi-Conference on Automation, Control, and Information Technology - Signal and Image Processing, 2005, : 5 - 9
  • [7] Algorithm for generating bathymetric chart from remote sensing data
    Abdullah, K
    Jafria, MZM
    Din, ZB
    REMOTE SENSING OF THE OCEAN AND SEA ICE 2001, 2002, 4544 : 103 - 107
  • [8] A comparison on texture classification algorithms for remote sensing data
    Xu, P
    Dai, M
    Chan, AK
    IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET, 2004, : 1057 - 1060
  • [9] Extraction of Earth Surface Texture Features from Multispectral Remote Sensing Data
    Zhang, Zhenxing
    Gao, Feng
    Ma, Bin
    Zhang, Zhiqiang
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2018, 2018
  • [10] Remote sensing image segmentation algorithm based on AP clustering
    1600, CAFET INNOVA Technical Society, 1-2-18/103, Mohini Mansion, Gagan Mahal Road,, Domalguda, Hyderabad, 500029, India (07):
12345