Texture-based segmentation of temperate-zone woodland in panchromatic IKONOS imagery

被引:1
|
作者
Gagnon, L [1 ]
Bugnet, P [1 ]
Cavayas, F [1 ]
机构
[1] Comp Res Inst Montreal, R&D Dept, Montreal, PQ, Canada
关键词
woodland; segmentation; texture; satellite imagery; high-resolution images; panchromatic images;
D O I
10.1117/12.485913
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
We have performed a study to identify optimal texture parameters for woodland segmentation in a highly non-homogeneous urban area from a temperate-zone panchromatic IKONOS image. Texture images are produced with the sum- and difference-histograms depend on two parameters: window size f and displacement step p. The four texture features yielding the best discrimination between classes are the mean, contrast, correlation and standard deviation. The f-p combinations 17-1, 17-2, 35-1 and 35-2 are those which give the best performance, with an average classification rate of 90 %.
引用
收藏
页码:130 / 140
页数:11
相关论文
共 50 条
  • [41] Texture-based superpixel segmentation algorithm for classification of hyperspectral images
    Subudhi, Subhashree
    Patro, Ramnarayan
    Biswal, Pradyut Kumar
    Bhuyan, Kanhu Charan
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2024, 27 (01) : 103 - 121
  • [42] Automatic segmentation of intravascular ultrasound images: A texture-based approach
    Mojsilovic, A
    Popovic, M
    Amodaj, N
    Babic, R
    Ostojic, M
    ANNALS OF BIOMEDICAL ENGINEERING, 1997, 25 (06) : 1059 - 1071
  • [43] Mapping reedbed habitats using texture-based classification of QuickBird imagery
    Onojeghuo, A. O.
    Blackburn, G. A.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2011, 32 (23) : 8121 - 8138
  • [44] TEXTURE-BASED VESSEL CLASSIFIER FOR ELECTRO-OPTICAL SATELLITE IMAGERY
    Arguedas, Virginia Fernandez
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 3866 - 3870
  • [46] A hybrid texture-based and region-based multiscale image segmentation algorithm
    Laboratory of Remote Sensing, Department of Surveying, School of Rural and Surveying Engineering, National Technical University of Athens, Greece
    Lect. Notes Geoinformation Cartogr., 1863, 9783540770572 (221-236):
  • [47] Hierarchical Texture-Based Segmentation of Multiresolution Remote-Sensing Images
    Gaetano, Raffaele
    Scarpa, Giuseppe
    Poggi, Giovanni
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (07): : 2129 - 2141
  • [48] Texture-based segmentation of the knee bones in MRI using phase information
    Bourgeat, Pierrick
    Ourselin, Sebastien
    Stanwell, Peter
    Ramadan, Saad
    2006 3RD IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1-3, 2006, : 742 - +
  • [49] Texture-based instrument segmentation in 3D ultrasound images
    Linguraru, Marius George
    Howe, Robert D.
    MEDICAL IMAGING 2006: IMAGE PROCESSING, PTS 1-3, 2006, 6144
  • [50] Breast nodule ultrasound segmentation through texture-based active contours
    Aleman-Flores, Miguel
    Alvarez, Luis
    Caselles, Vicent
    PROGRESS IN INDUSTRIAL MATHEMATICS AT ECMI 2006, 2008, 12 : 858 - +