Sparse ICA for blind separation of transmitted and reflected images

被引:75
作者
Bronstein, AM
Bronstein, MM
Zibulevsky, M [1 ]
Zeevi, YY
机构
[1] Technion Israel Inst Technol, Dept Elect Engn, IL-32000 Haifa, Israel
[2] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
关键词
transparent layers; reflection; polarization; sparseness; ICA; blind source separation (BSS); wavelet packets; clustering;
D O I
10.1002/ima.20042
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
We address the problem of recovering a scene recorded through a semireflecting medium (i.e. planar lens), with a virtual reflected image being superimposed on the image of the scene transmitted through the semirefelecting lens. Recent studies propose imaging through a linear polarizer at several orientations to estimate the reflected and the transmitted components in the scene. In this study we extend the sparse ICA (SPICA) technique and apply it to the problem of separating the image of the scene without having any a priori knowledge about its structure or statistics. Recent novel advances in the SPICA approach are discussed. Simulation and experimental results demonstrate the efficacy of the proposed methods. (c) 2005 Wiley Periodicals, Inc.
引用
收藏
页码:84 / 91
页数:8
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