A New Fast Matching Algorithm by Trans-Scale Search for Remote Sensing Image

被引:2
作者
Qi Youjie [1 ]
Zhu En [1 ]
机构
[1] Southeast Univ, Coll Informat Sci & Engn, Nanjing 210096, Jiangsu, Peoples R China
关键词
Image matching; SIFT; DWT; Remote sensing; ARCHITECTURE;
D O I
10.1049/cje.2015.07.037
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
A new fast matching algorithm for remote sensing images is proposed. The algorithm adopts a coarse to fine matching process. A remote sensing image is decomposed into multi-scale images which form a wavelet image pyramid by the way of DWT (Discrete wavelet transform). Extract a low frequency sub-image from the wavelet image pyramid to carry out a rough matching operation between the sub-image and target image, and then get a rough position after cluster analysis. Get a suitable position with center at the rough position from remote sensing image to accomplish fine matching operation. The algorithm has been analyzed theoretically from the signal processing point of view, and a sufficient condition is given to select wavelet filter. Simulation results testify that proposed algorithm not only distinguishes remote sensing images precisely, but also cuts down matching time greatly. It is only 25.04% of SIFT algorithm, and 35.36% of SURF algorithm for matching time.
引用
收藏
页码:654 / 660
页数:7
相关论文
共 17 条
  • [1] An Yong, 2011, 2011 4th International Congress on Image and Signal Processing (CISP 2011), P1596, DOI 10.1109/CISP.2011.6100447
  • [2] A Parallel Hardware Architecture for Scale and Rotation Invariant Feature Detection
    Bonato, Vanderlei
    Marques, Eduardo
    Constantinides, George A.
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2008, 18 (12) : 1703 - 1712
  • [3] COLOR AND SPATIAL STRUCTURE IN NATURAL SCENES
    BURTON, GJ
    MOORHEAD, IR
    [J]. APPLIED OPTICS, 1987, 26 (01) : 157 - 170
  • [4] CARLSON CR, 1978, PHOTOGR SCI ENG, V22, P69
  • [5] RELATIONS BETWEEN THE STATISTICS OF NATURAL IMAGES AND THE RESPONSE PROPERTIES OF CORTICAL-CELLS
    FIELD, DJ
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1987, 4 (12): : 2379 - 2394
  • [6] Jiao Runhai, 2005, Journal of Beijing University of Aeronautics and Astronautics, V31, P197
  • [7] THE STRUCTURE OF IMAGES
    KOENDERINK, JJ
    [J]. BIOLOGICAL CYBERNETICS, 1984, 50 (05) : 363 - 370
  • [8] Lifan Yao, 2009, Proceedings of the 2009 International Conference on Field-Programmable Technology (FPT 2009), P30, DOI 10.1109/FPT.2009.5377651
  • [9] Lindeberg, 1994, J APPL STAT, V21, P225, DOI [10.1080/757582976, DOI 10.1080/757582976]
  • [10] Lowe D. G., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P1150, DOI 10.1109/ICCV.1999.790410