基于压缩感知的紧凑鲁棒高光谱相机

K. Žídek, Ondřej Denk, J. Hlubuček, J. Václavík
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引用次数: 2

摘要

物体发射或反射的光谱携带着该物体的大量信息。一个简单的证据就是色彩感知对人类视觉的重要性。因此,将图像采集与每个检测像素的光谱有效测量相结合是成像中的重要问题之一,称为高光谱成像。我们展示了一个紧凑和鲁棒的高光谱相机的可见和近红外光谱区域的结构。相机的设计很大程度上基于现成的光学元件,但广泛的优化和三个定制部件的增加使相机的结构具有低F值(F/3.9)和全同心光学元件。我们采用了一种新的压缩感知方法(即编码孔径快照光谱成像,简称。CASSI)。所述压缩感测能够从单个相机显示中计算地提取编码的高光谱信息。由于该技术,相机没有任何移动或扫描部分,而它可以在一个快照中记录完整的图像和光谱信息。此外,与常用的压缩传感台式设备不同,该相机是一种能够在实验室外工作的便携式设备。我们展示了基于90×90随机矩阵编码的记录场景的光谱-时间重建。最后,讨论了压缩感知在高光谱相机中的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Compact and robust hyperspectral camera based on compressed sensing
Spectrum of light which is emitted or reflected by an object carries immense amount of information about the object. A simple piece of evidence is the importance of color sensing for human vision. Combining an image acquisition with efficient measurement of light spectra for each detected pixel is therefore one of the important issues in imaging, referred as hyperspectral imaging. We demonstrate a construction of a compact and robust hyperspectral camera for the visible and near-IR spectral region. The camera was designed vastly based on off-shelf optics, yet an extensive optimization and addition of three customized parts enabled construction of the camera featuring a low f-number (F/3.9) and fully concentric optics. We employ a novel approach of compressed sensing (namely coded aperture snapshot spectral imaging, abbrev. CASSI). The compressed sensing enables to computationally extract an encoded hyperspectral information from a single camera exposition. Owing to the technique the camera lacks any moving or scanning part, while it can record the full image and spectral information in a single snapshot. Moreover, unlike the commonly used compressed sensing table-top apparatuses, the camera represents a portable device able to work outside a lab. We demonstrate the spectro-temporal reconstruction of recorded scenes based on 90×90 random matrix encoding. Finally, we discuss potential of the compressed sensing in hyperspectral camera.
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