SAR IMAGE EDGE DETECTION BASED ON IMPROVED WEDGELET TRANSFORM

被引:0
|
作者
Hou Biao [1 ]
Liu Pei [1 ]
Jiao Li-Cheng [1 ]
机构
[1] Xidian Univ, Key Lab Intelligent Percept & Image Understanding, Minist Educ China, Inst Intelligent Informat Proc, Xian 710071, Peoples R China
关键词
edge detection; Wedgelet; multiscale analysis; SAR image;
D O I
10.3724/SP.J.1010.2009.00396
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
For SAR images, traditional edge detection methods can hardly extract edges since it is very difficult to balance the noise suppression and the integrity of edges and the veracity of edge position at the same time. However, Wedgelet, which is a multiscale geometric analysis tool, has an advantage of catching linear features. Aiming at further reducing speckle noise in SAR images, a modified cost function of Wedgelet transform was proposed. Besides, proper transform scales were selected in order to highly improve the transform speed without affecting the quality of the approximation. Based on the improved Wedgelet transform, edge detection was preformed. Experimental results show that the proposed method can suppress speckle noise in SAR images successfully and extract edges from SAR images effectively.
引用
收藏
页码:396 / 400
页数:5
相关论文
共 9 条
  • [1] Image retrieval based on radon and wavelet transform
    An Zhi-Yong
    Cui Jiang-Tao
    Zeng Zhi-Yong
    Zhou Li-Hua
    [J]. JOURNAL OF INFRARED AND MILLIMETER WAVES, 2008, 27 (02) : 147 - 151
  • [2] Wedgelets: Nearly minimax estimation of edges
    Donoho, DL
    [J]. ANNALS OF STATISTICS, 1999, 27 (03): : 859 - 897
  • [3] [郦苏丹 Li Sudan], 2004, [系统工程与电子技术, Systems engineering & electronics], V26, P307
  • [4] Li Ying-qi, 2007, Application Research of Computers, V24, P226
  • [5] Liu Zeyi, 2006, Journal of Systems Engineering and Electronics, V17, P251, DOI 10.1016/S1004-4132(06)60043-1
  • [6] QU QC, 2005, J BIOMEDICAL ENG RES, V24, P8
  • [7] Sang N, 2007, J INFRARED MILLIM W, V26, P47
  • [8] Wakin M, 2002, 2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, P237, DOI 10.1109/ICIP.2002.1038949
  • [9] Wavelet-domain approximation and compression of piecewise smooth images
    Wakin, MB
    Romberg, JK
    Choi, H
    Baraniuk, RG
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (05) : 1071 - 1087