The application of wavelets correlator for ship wake detection in SAR images

被引:58
作者
Kuo, JM [1 ]
Chen, KS
机构
[1] Natl Cent Univ, Inst Space Sci, Chungli 32054, Taiwan
[2] Natl Cent Univ, Ctr Space & Remote Sensing Res, Chungli 32054, Taiwan
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2003年 / 41卷 / 06期
关键词
radon transform; ship wakes; synthetic aperture radar (SAR); wavelet correlator;
D O I
10.1109/TGRS.2003.811998
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The detection of the wake can provide substantial information about a ship, such as its size, direction, and speed of movement: In general though, ship-generated wakes in synthetic aperture radar images are associated with high sea clutter, which will cause some deterioration in the detection performance. Therefore, a wavelet correlator, based on an orthogonal basis function, is adopted. Three highpass images-horizontal, vertical, and diagonal direction-are generated for each resolution scale, followed by a process to correlate among the moduli of different scale modulus images formed from the three highpass images. The output of the correlation process is highly representative at the ship's wake edges. Comparisons with other methods indicate the superior performance of the present approach, in that not only can the wakes be detected, but their V-shaped pattern is well preserved. The second stage involves the application of the Radon transform technique to an estimation of the V-opening angle from the detected ship wakes. Ship-generated wake edges are found to be the local maxima in the wavelet transform method of several adjacent scales, and hence, the wake edge will be enhanced in the reconstructed data. The background noise is also greatly reduced. In particular, the process of spatial correlation is found to be critical. Compared to a direct Radon transform, the proposed scheme is demonstrated to be much more effective in terms of efficiency, as well as reliability, for ship wake detection in noisy backgrounds.
引用
收藏
页码:1506 / 1511
页数:6
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