An image processing chain for land-cover classification using multitemporal ERS-1 data

被引:0
|
作者
Verhoeye, J [1 ]
De Wulf, R [1 ]
机构
[1] State Univ Ghent, Lab Forest Management & Spatial Informat Tech, B-9000 Ghent, Belgium
来源
关键词
D O I
暂无
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Given the frequent cloud cover, regular updating of land-cover maps of tropical areas using optical satellite data is problematic. As weather-independent ERS images are available on a regular basis, the question is raised as to whether they can be used to produce a land-cover map. A processing chain has been developed: it consists of calibration, resampling, filtering segmentation, principal component transformation, and supervised classification of multitemporal radar images. As input to this processing chain, any number of SRR.PRI images or derived texture images can be used. The output consists of a land-cover map and an accuracy assessment. The procedure hers been applied to a series of four SAR images, taken over northeast Costa Rica, which yielded a map with an overall accuracy of 76 percent. The high precision with which the large banana plantations can be mapped is most interesting both for its economic importance and for environmental monitoring.
引用
收藏
页码:1179 / 1186
页数:8
相关论文
共 50 条
  • [41] Textural information of multitemporal ERS-1 and JERS-1 SAR images with applications to land and forest type classification in boreal zone
    Kurvonen, L
    Hallikainen, MT
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (02): : 680 - 689
  • [42] Textural information of multitemporal ERS-1 and JERS-1 SAR images with applications to land and forest type classification in boreal zone
    Kurvonen, Lauri
    Hallikainen, Martti T.
    IEEE Transactions on Geoscience and Remote Sensing, 1999, 37 (2 I): : 680 - 689
  • [43] Analysis of glaciers and geomorphology on Svalbard using multitemporal ERS-1 SAR images
    Engeset, RV
    Weydahl, DJ
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (06): : 1879 - 1887
  • [44] Evaluation of various digital image processing techniques for detection of coastal wetlands using ERS-1 SAR data
    Kushwaha, SPS
    Dwivedi, RS
    Rao, BRM
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2000, 21 (03) : 565 - 579
  • [45] Land-Cover Classification and Unmixing of Hyperion Image in Area of Anopoli
    Elatawneh, A.
    Manakos, I.
    Kalaitzidis, C.
    Schneider, T.
    IMAGIN [E,G] EUROPE, 2010, : 111 - 121
  • [46] ASSESSMENT OF THE CAPABILITIES OF MULTITEMPORAL ERS-1 SAR DATA TO DISCRIMINATE BETWEEN AGRICULTURAL CROPS
    SCHOTTEN, CGJ
    VANROOY, WWL
    JANSSEN, LLF
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 1995, 16 (14) : 2619 - 2637
  • [47] Differentiating methane source areas in arctic environments with multitemporal ERS-1 SAR data
    Morrissey, LA
    Durden, SL
    Livingston, GP
    Stearn, JA
    Guild, LS
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1996, 34 (03): : 667 - 673
  • [48] Multisource Earth Observation Data for Land-Cover Classification Using Random Forest
    Xu, Zhigang
    Chen, Jike
    Xia, Junshi
    Du, Peijun
    Zheng, Hongrui
    Gan, Le
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2018, 15 (05) : 789 - 793
  • [49] Land-cover Classification Based on SAR Data Using Superpixel and Cosine Similarity
    Mao, Xueyue
    Lu, Yilong
    Xiao, Xiao
    PROCEEDINGS OF THE 2020 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL ELECTROMAGNETICS (ICCEM 2020), 2020, : 92 - 94
  • [50] Land-cover classification of partly missing data using support vector machines
    Salberg, Arnt-Borre
    Jenssen, Robert
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2012, 33 (14) : 4471 - 4481