Code aperture optimization for spectrally agile compressive imaging

被引:101
作者
Arguello, Henry [1 ]
Arce, Gonzalo R. [1 ]
机构
[1] Univ Delaware, Dept Elect & Comp Engn, Newark, DE 19716 USA
关键词
SIGNAL RECONSTRUCTION; DESIGN;
D O I
10.1364/JOSAA.28.002400
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Coded aperture snapshot spectral imaging (CASSI) provides a mechanism for capturing a 3D spectral cube with a single shot 2D measurement. In many applications selective spectral imaging is sought since relevant information often lies within a subset of spectral bands. Capturing and reconstructing all the spectral bands in the observed image cube, to then throw away a large portion of this data, is inefficient. To this end, this paper extends the concept of CASSI to a system admitting multiple shot measurements, which leads not only to higher quality of reconstruction but also to spectrally selective imaging when the sequence of code aperture patterns is optimized. The aperture code optimization problem is shown to be analogous to the optimization of a constrained multichannel filter bank. The optimal code apertures allow the decomposition of the CASSI measurement into several subsets, each having information from only a few selected spectral bands. The rich theory of compressive sensing is used to effectively reconstruct the spectral bands of interest from the measurements. A number of simulations are developed to illustrate the spectral imaging characteristics attained by optimal aperture codes. (C) 2011 Optical Society of America
引用
收藏
页码:2400 / 2413
页数:14
相关论文
共 24 条
  • [21] Variable Density Compressed Image Sampling
    Wang, Zhongmin
    Arce, Gonzalo R.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (01) : 264 - 270
  • [22] Development of a digital-micromirror-device-based multishot snapshot spectral imaging system
    Wu, Yuehao
    Mirza, Iftekhar O.
    Arce, Gonzalo R.
    Prather, Dennis W.
    [J]. OPTICS LETTERS, 2011, 36 (14) : 2692 - 2694
  • [23] Fabrication and characterization of a compressive-sampling multispectral imaging system
    Wu, Yuehao
    Chen, Caihua
    Wang, Zhongmin
    Ye, Peng
    Arce, Gonzalo R.
    Prather, Dennis
    Schneider, Garrett J.
    [J]. OPTICAL ENGINEERING, 2009, 48 (12)
  • [24] YE P, 2010, DIGITAL HOLOGRAPHY 3