Log-polar transform-based wavelet-modified maximum average correlation height filter for distortion-invariant target recognition

被引:10
作者
Aran, Arnit [1 ]
Nishchal, Naveen K. [1 ]
Beri, Vinod K. [1 ]
Gupta, Arun K. [1 ]
机构
[1] Instrument Res & Dev Establishment, Photon Div, Dehra Dun 248008, India
关键词
optical correlator; log-polar transform; wavelet function; MACH filter;
D O I
10.1016/j.optlaseng.2007.07.006
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this paper, we report a log-polar transform-based filter for in-plane rotation and scale-invariant target recognition. The log-polar transform is a known space-invariant image representation used in several image vision systems to eliminate the effects of scale and rotation in an image. In case of in-plane rotation invariance, peaks shift horizontally, while in case of scale invariance, peaks shift vertically. For full out-of-plane rotation-invariance (0-360 degrees), log-polar transformed images are used to train the wavelet-modified maximum average correlation height (WaveMACH) filter. Correlation peak height and peak-to-sidelobe ratio have been calculated as metrics of goodness of the log-polar transform-based WaveMACH filter. This filter would reduce the memory requirement for filter storage in a practical system. Simulation results have been presented. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:34 / 41
页数:8
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