An architecture for compressive imaging

被引:181
作者
Wakin, Michael B. [1 ]
Laska, Jason N. [1 ]
Duarte, Marco F. [1 ]
Baron, Dror [1 ]
Sarvotham, Shriram [1 ]
Takhar, Dharmpal [1 ]
Kelly, Kevin F. [1 ]
Baraniuk, Richard G. [1 ]
机构
[1] Rice Univ, Dept Elect & Comp Engn, POB 1892, Houston, TX 77251 USA
来源
2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS | 2006年
关键词
data acquisition; data compression; image coding; image sensors; video coding;
D O I
10.1109/ICIP.2006.312577
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Compressive Sensing is an emerging field based on the revelation that a small group of non-adaptive linear projections of a compressible signal contains enough information for reconstruction and processing. In this paper, we propose algorithms and hardware to support a new theory of Compressive Imaging. Our approach is based on a new digital image/video camera that directly acquires random projections of the signal without first collecting the pixels/voxels. Our camera architecture employs a digital micromirror array to perform optical calculations of linear projections of an image onto pseudo-random binary patterns. Its hallmarks include the ability to obtain an image with a single detection element while measuring the image/video fewer times than the number of pixels - this can significantly reduce the computation required for video acquisition/encoding. Because our system relies on a single photon detector, it can also be adapted to image at wavelengths that are currently impossible with conventional CCD and CMOS imagers. We are currently testing a prototype design for the camera and include experimental results.
引用
收藏
页码:1273 / +
页数:2
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