Blind image deconvolution using the zero-lag slice of higher-order statistics

被引:3
作者
Lu, WK [1 ]
机构
[1] Tsing Hua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
D O I
10.1364/OL.31.001839
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A novel algorithm for blind image deconvolution using the zero-lag slice (ZLS) of higher-order statistics only is presented. This method first estimates the point-spread function (PSF) using the ZLS of its third-order moment (TOM) and then uses it with one of the known classical image deconvolution methods. The proposed method has simple computations for PSF estimation because it solves a nonlinear problem by using an iterative method with fast convergence. In each iteration, one need only calculate the ZLS of the TOM and estimate the PSF using simple two-dimensional operations. Furthermore, the method presented achieves good results, since the ZLS estimate obtained from the degraded image exhibits high reliability. The good performance of the proposed algorithm is demonstrated by applying it to synthetic and real data sets. (c) 2006 Optical Society of America.
引用
收藏
页码:1839 / 1841
页数:3
相关论文
共 7 条
[1]   Blind deconvolution of images using optimal sparse representations [J].
Bronstein, MM ;
Bronstein, AM ;
Zibulevsky, M ;
Zeevi, YY .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (06) :726-736
[2]   Two-dimensional frequency-domain blind system identification using higher order statistics with application to texture synthesis [J].
Chi, CY ;
Chen, CH .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (04) :864-877
[3]   Blind image deconvolution [J].
Kundur, D ;
Hatzinakos, D .
IEEE SIGNAL PROCESSING MAGAZINE, 1996, 13 (03) :43-64
[4]   Blind channel estimation using zero-lag slice of third-order moment [J].
Lu, WK .
IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (10) :725-727
[5]   Blind deconvolution of spotted image based on slice selection of third-order moment [J].
Lu, WK ;
Gai, R .
ELECTRONICS LETTERS, 2003, 39 (05) :425-426
[6]  
NIKLIAS CL, 1993, HIGHER ORDER SPECTRA
[7]  
XU Y, 1996, P INT C IM PROC IEEE, V3, P77