A Novel Algorithm of Water Region Detection in SAR Image Based on Bag of Visual Words and Local Pattern Histogram

被引:1
作者
Feng Jing [1 ]
Chen Liang [1 ]
Wei Hang [1 ]
Bi Fukun [2 ]
Chen He [1 ]
机构
[1] Beijing Inst Technol, Sch Informat & Elect, Beijing 100081, Peoples R China
[2] North China Univ Technol, Coll Informat Engn, Beijing 100144, Peoples R China
基金
中国国家自然科学基金;
关键词
Synthetic aperture radar (SAR); Water region detection; Bag of visual words (BOV); Local pattern histogram (LPH); Single-class support vector machine (SVM); SEGMENTATION;
D O I
10.1049/cje.2016.08.019
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
Water region detection based on SAR images is a difficult problem for its computing complexity. This paper proposes a novel water region detection method in SAR image of complex scenery. The algorithm takes advantages of Bag of visual words (BOV) to precisely describe the homogeneous region in complex scenery. Local pattern histogram (LPH) and single-class Support vector machine (SVM) are adopted to determine the edge information of water region precisely. The feature extraction is calculated block by block, which reduces computing workload and interference from noise. The experiments based on SAR images of real complex scenery show that the proposed method achieves higher accuracy and robustness.
引用
收藏
页码:974 / 979
页数:6
相关论文
共 17 条
  • [1] Bi FK, 2010, INT CONF SIGN PROCES, P836, DOI 10.1109/ICOSP.2010.5655940
  • [2] Cafaro B., 2012, IEEE INT C IM SYST T, P217
  • [3] Multilevel Local Pattern Histogram for SAR Image Classification
    Dai, Dengxin
    Yang, Wen
    Sun, Hong
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (02) : 225 - 229
  • [4] Bag-of-Visual-Words Based on Clonal Selection Algorithm for SAR Image Classification
    Feng, Jie
    Jiao, L. C.
    Zhang, Xiangrong
    Yang, Dongdong
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (04) : 691 - 695
  • [5] Capturing and tracking of building area based on structure saliency in airborne remote sensing video
    Feng Jing
    Bi FuKun
    Chen Liang
    Zhang FeiFei
    Chen He
    [J]. SCIENCE CHINA-INFORMATION SCIENCES, 2015, 58 (04) : 1 - 3
  • [6] A coarse-to-fine image registration method based on visual attention model
    Feng Jing
    Ma Long
    Bi FuKun
    Zhang XueJing
    Chen He
    [J]. SCIENCE CHINA-INFORMATION SCIENCES, 2014, 57 (12) : 1 - 10
  • [7] Detection of oil spills in a complex scene of SAR imagery
    Feng Jing
    Chen He
    Bi FuKun
    Li JunXia
    Wei Hang
    [J]. SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2014, 57 (11) : 2204 - 2209
  • [8] Automatic Detection of Rivers in High-Resolution SAR Data
    Klemenjak, Sascha
    Waske, Bjorn
    Valero, Silvia
    Chanussot, Jocelyn
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2012, 5 (05) : 1364 - 1372
  • [9] Quantum evolutionary clustering algorithm based on watershed applied to SAR image segmentation
    Li, Yangyang
    Shi, Hongzhu
    Jiao, Licheng
    Liu, Ruochen
    [J]. NEUROCOMPUTING, 2012, 87 : 90 - 98
  • [10] THRESHOLD SELECTION METHOD FROM GRAY-LEVEL HISTOGRAMS
    OTSU, N
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1979, 9 (01): : 62 - 66