Classification of Remote Sensing Image Based on Different Similarity Measures

被引:0
作者
Shah, Kartik [1 ]
Santoki, Shantanu [1 ]
Ghetia, Himanshu [1 ]
Aju, D. [1 ]
机构
[1] VIT Univ, Sch Comp Sci & Engn, Vellore 632014, Tamil Nadu, India
来源
ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 1 | 2015年 / 324卷
关键词
Unsupervised classification; Similarity measures; AWiFs image; ISODATA; TIME-SERIES; VEGETATION; MODIS; SEASONALITY;
D O I
10.1007/978-81-322-2126-5_66
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Advanced wide field sensor (AWiFS) is a multi-spectral camera used to capture image from IRS-P6 (Indian remote sensing) satellite. Iterative self-organizing data analysis technique (ISODATA) is one of the most frequently used unsupervised classification algorithms. There are too many techniques available for classifying an image. In this paper, we will use similarity-based techniques to classify an image. Then, we will compare the result of each similarity measure classification techniques. We will use normalized difference vegetation index (NDVI) values to classify the images.
引用
收藏
页码:609 / 619
页数:11
相关论文
共 14 条
  • [1] [Anonymous], IEEE T IMAGE PROCESS
  • [2] [Anonymous], PIERS ONLINE, DOI DOI 10.2529/PIERS070907105158
  • [3] Bajgiran Parinaz Rahimzadeh, 2009, Journal of Agricultural Meteorology, V65, P349
  • [4] Huete AR, 2010, INT ARCH PHOTOGRAMM, V38, P775
  • [5] Seasonality extraction by function fitting to time-series of satellite sensor data
    Jönsson, P
    Eklundh, L
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (08): : 1824 - 1832
  • [6] The Moderate Resolution Imaging Spectroradiometer (MODIS): Land remote sensing for global change research
    Justice, CO
    Vermote, E
    Townshend, JRG
    Defries, R
    Roy, DP
    Hall, DK
    Salomonson, VV
    Privette, JL
    Riggs, G
    Strahler, A
    Lucht, W
    Myneni, RB
    Knyazikhin, Y
    Running, SW
    Nemani, RR
    Wan, ZM
    Huete, AR
    van Leeuwen, W
    Wolfe, RE
    Giglio, L
    Muller, JP
    Lewis, P
    Barnsley, MJ
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (04): : 1228 - 1249
  • [7] Quantifying water stress on wheat using remote sensing in the Yaqui Valley, Sonora, Mexico
    Mendez-Barroso, Luis A.
    Garatuza-Payan, Jaime
    Vivoni, Enrique R.
    [J]. AGRICULTURAL WATER MANAGEMENT, 2008, 95 (06) : 725 - 736
  • [8] Murni A., 1996, IEEE IGARSS, V3, P1851
  • [9] Prasad L., 1995, HIGH PERFORMANCE ALG
  • [10] Extending the SPOT-VEGETATION NDVI time series (1998-2006) back in time with NOAA-AVHRR data (1985-1998) for southern Africa
    Swinnen, Else
    Veroustraete, Frank
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2008, 46 (02): : 558 - 572