A Method to Determine Appropriate Spatial Resolution for Hard Image Classification

被引:0
|
作者
Huasheng Sun
Jiaqi Wu
Xinchao Xu
机构
[1] Liaoning Technical University,School of Geomatics
来源
Journal of the Indian Society of Remote Sensing | 2016年 / 44卷
关键词
Spatial resolution; Hard classification; Classification accuracy; Land cover mapping;
D O I
暂无
中图分类号
学科分类号
摘要
This study analyzed the relationship between the spatial resolution and the hard classification effect based on pixel-based image classification, and then discussed how to determine appropriate spatial resolution. Thematic maps of winter wheat derived from 250 m MODIS image, 19.5 m China-Brazil Earth Resources Satellite (CBERS) image, and 2.44 m QuickBird image were used to examine the classification effect as a case study. It indicated that the “Pareto Boundaries” and the “within-class variability” could be used to determine the coarsest and the highest resolution for hard classification, respectively. The methods proposed in this study should be useful to guide how to select appropriate spatial resolution for land cover mapping.
引用
收藏
页码:11 / 19
页数:8
相关论文
共 50 条
  • [1] A Method to Determine Appropriate Spatial Resolution for Hard Image Classification
    Sun, Huasheng
    Wu, Jiaqi
    Xu, Xinchao
    JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2016, 44 (01) : 11 - 19
  • [2] A Hybrid Classification Method for High Spatial Resolution Remote Sensing Image
    Wang, Ke
    2019 IEEE 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION ENGINEERING (ICECE 2019), 2019, : 62 - 65
  • [3] Optimizing image resolution to maximize the accuracy of hard classification
    McCloy, K. R.
    Bocher, P. K.
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2007, 73 (08): : 893 - 903
  • [4] A Method of Spatial Mapping and Reclassification for High-Spatial-Resolution Remote Sensing Image Classification
    Wang, Guizhou
    Liu, Jianbo
    He, Guojin
    SCIENTIFIC WORLD JOURNAL, 2013,
  • [5] A practical method to determine the spatial resolution of GEM detector
    Wang, Rensheng
    Huang, Yan
    Xiao, Zhigang
    Zhang, Zhao
    Wang, Rong
    Gao, Haiyan
    NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2013, 701 : 54 - 57
  • [6] Image Processing and Classification Method Appropriate for Extensible Mobile Applications
    Petrellis, Nikos
    2019 10TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA), 2019, : 545 - 548
  • [7] Image classification method rationally utilizing spatial information of the image
    Chao Wu
    Yaqian Li
    Zhibiao Zhao
    Bin Liu
    Multimedia Tools and Applications, 2019, 78 : 19181 - 19199
  • [8] Image classification method rationally utilizing spatial information of the image
    Wu, Chao
    Li, Yaqian
    Zhao, Zhibiao
    Liu, Bin
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (14) : 19181 - 19199
  • [9] On the classification of remote sensing high spatial resolution image data
    Batista, Marlos Henrique
    Haertel, Victor
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2010, 31 (20) : 5533 - 5548
  • [10] Discriminant image resolution: a novel multivariate image analysis method utilizing a spatial classification constraint in addition to bilinear nonnegativity
    Hancewicz, TM
    Wang, JH
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2005, 77 (1-2) : 18 - 31