MAPPING SPATIAL DISTRIBUTION OF LAND COVER CLASSIFICATION ERRORS

被引:0
|
作者
Pereira, Maria Joao [1 ]
Soares, Amilcar [1 ]
机构
[1] Univ Tecn Lisboa, Inst Super Tecn, P-1100 Lisbon, Portugal
关键词
Uncertainty assessment; Error probability; Image classification; Land surface; Geostatistics; ACCURACY ASSESSMENT;
D O I
10.1109/IGARSS.2011.6048959
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Land cover classification accuracy assessments are frequently limited to an error matrix, which derived from location-independent measures and consequently doesn't provide any information about the spatial distribution of the error. The objective of this work is to present a methodology for mapping the spatial distribution of classification errors based on stochastic simulation and that takes into account the spatial continuity of each land cover class errors. It is proposed to use SIS with varying local means to map the distribution of classification errors and the associated uncertainty. Local means are previously obtain through indicator kriging estimation for each thematic class. The results shown that this methodology based on geostatistical stochastic simulation succeeded to map the spatial distribution of classification errors taking into account the spatial continuity of each land cover class errors.
引用
收藏
页码:170 / 173
页数:4
相关论文
共 50 条
  • [1] Spatial land cover classification based on land cover elements
    Fukue, K
    Shimoda, H
    Sakata, T
    [J]. IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING VI, 2001, 4170 : 292 - 297
  • [2] Inferring Spatial Distribution Patterns in Web Maps for Land Cover Mapping
    Liu, Yang
    Lan, Zeying
    Xing, Hanfa
    [J]. CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2019, 119 (02): : 311 - 330
  • [3] Spatial and temporal classification of synthetic satellite imagery: land cover mapping and accuracy validation
    Xu, Yong
    Huang, Bo
    [J]. GEO-SPATIAL INFORMATION SCIENCE, 2014, 17 (01) : 1 - 7
  • [4] Consistency in land-cover mapping: Influence of field workers, spatial scale and classification system
    Ullerud, Heidrun A.
    Bryn, Anders
    Halvorsen, Rune
    Hemsing, Lars Ostbye
    [J]. APPLIED VEGETATION SCIENCE, 2018, 21 (02) : 278 - 288
  • [5] Learning Spatial Decision Trees for Land Cover Mapping
    Jiang, Zhe
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOP (ICDMW), 2015, : 1522 - 1529
  • [6] Superresolution Land Cover Mapping Using Spatial Regularization
    Ling, Feng
    Li, Xiaodong
    Xiao, Fei
    Du, Yun
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (07): : 4424 - 4439
  • [7] Improving land cover change estimates by accounting for classification errors
    Van Oort, PAJ
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (14) : 3009 - 3024
  • [8] Spatial Resolution Impacts on Land Cover Mapping Accuracy
    Al-Doski, Jwan
    Hassan, Faez M.
    Hanafiah, Marlia M.
    Najim, Aus A.
    [J]. JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2024,
  • [9] Evaluating the impact of classification algorithms and spatial resolution on the accuracy of land cover mapping in a mountain environment in Pakistan
    Ullah, Sami
    Shafique, Muhammad
    Farooq, Muhammad
    Zeeshan, Muhammad
    Dees, Matthias
    [J]. ARABIAN JOURNAL OF GEOSCIENCES, 2017, 10 (03)
  • [10] Evaluating the impact of classification algorithms and spatial resolution on the accuracy of land cover mapping in a mountain environment in Pakistan
    Sami Ullah
    Muhammad Shafique
    Muhammad Farooq
    Muhammad Zeeshan
    Matthias Dees
    [J]. Arabian Journal of Geosciences, 2017, 10