A Robust Subpixel Motion Estimation Algorithm Using HOS in the Parametric Domain

被引:1
|
作者
Aalaoui, E. M. Ismaili [1 ,2 ]
Ibn-Elhaj, E. [2 ]
Bouyakhf, E. H. [1 ]
机构
[1] Univ Mohammed V Agdal, Fac Sci Rabat, Rabat 10000, Morocco
[2] Inst Natl Postes & Telecommun, Dept Telecommun, Rabat 10000, Morocco
关键词
HIGHER-ORDER STATISTICS; NOISY IMAGE SEQUENCES; BISPECTRUM; CUMULANTS;
D O I
10.1155/2009/381673
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
Motion estimation techniques are widely used in todays video processing systems. The most frequently used techniques are the optical flow method and phase correlation method. The vast majority of these algorithms consider noise-free data. Thus, in the case of the image sequences are severely corrupted by additive Gaussian (perhaps non-Gaussian) noises of unknown covariance, the classical techniques will fail to work because they will also estimate the noise spatial correlation. In this paper, we have studied this topic from a viewpoint different from the above to explore the fundamental limits in image motion estimation. Our scheme is based on subpixel motion estimation algorithm using bispectrum in the parametric domain. The motion vector of a moving object is estimated by solving linear equations involving third-order hologram and the matrix containing Dirac delta function. Simulation results are presented and compared to the optical flow and phase correlation algorithms; this approach provides more reliable displacement estimates particularly for complex noisy image sequences. In our simulation, we used the database freely available on the web. Copyright (C) 2009 E. M. Ismaili Aalaoui et al.
引用
收藏
页数:10
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