High-resolution hyperspectral video imaging using a hexagonal camera array.

IF 1.4 3区 物理与天体物理 Q3 OPTICS
Frank Sippel, Jürgen Seiler, André Kaup
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引用次数: 0

Abstract

Retrieving the reflectance spectrum from objects is an essential task for many classification and detection problems, since many materials and processes have a unique spectral behavior. In many cases, it is highly desirable to capture hyperspectral images due to the high spectral flexibility. Often, it is even necessary to capture hyperspectral videos or at least to be able to record a hyperspectral image at once, also called snapshot hyperspectral imaging, to avoid spectral smearing. For this task, a high-resolution snapshot hyperspectral camera array using a hexagonal shape is introduced. The hexagonal array for hyperspectral imaging uses off-the-shelf hardware, which enables high flexibility regarding employed cameras, lenses, and filters. Hence, the spectral range can be easily varied by mounting a different set of filters. Moreover, the concept of using off-the-shelf hardware enables low prices in comparison to other approaches with highly specialized hardware. Since classical industrial cameras are used in this hyperspectral camera array, the spatial and temporal resolution is very high, while recording 37 hyperspectral channels in the range from 400 to 760 nm in 10 nm steps. As the cameras are at different spatial positions, a registration process is required for near-field imaging, which maps the peripheral camera views to the center view. It is shown that this combination using a hyperspectral camera array and the corresponding image registration pipeline is superior in comparison to other popular snapshot approaches. For this evaluation, a synthetic hyperspectral database is rendered. On the synthetic data, the novel approach, to our knowledge, outperforms its best competitor by more than 3 dB in reconstruction quality. This synthetic data is also used to show the superiority of the hexagonal shape in comparison to an orthogonal-spaced one. Moreover, a real-world high-resolution hyperspectral video database with 10 scenes is provided for further research in other applications.

检索物体的反射光谱是许多分类和检测问题的基本任务,因为许多材料和过程都具有独特的光谱特性。在许多情况下,由于光谱的高度灵活性,捕捉高光谱图像是非常可取的。通常情况下,甚至有必要捕捉高光谱视频或至少能够一次性记录高光谱图像(也称为快照高光谱成像),以避免光谱涂抹。为此,我们推出了一种采用六边形的高分辨率快照高光谱相机阵列。用于高光谱成像的六边形阵列使用现成的硬件,在使用相机、镜头和滤光片方面具有很高的灵活性。因此,可以通过安装不同的滤光片来轻松改变光谱范围。此外,与其他使用高度专业化硬件的方法相比,使用现成硬件的概念使得价格更低。由于该高光谱相机阵列使用的是传统的工业相机,因此空间和时间分辨率非常高,可以以 10 纳米为单位记录 400 纳米到 760 纳米范围内的 37 个高光谱通道。由于相机处于不同的空间位置,近场成像需要一个注册过程,将外围相机视图映射到中心视图。结果表明,与其他流行的快照方法相比,这种使用高光谱相机阵列和相应的图像注册管道的组合更胜一筹。为了进行评估,我们渲染了一个合成高光谱数据库。据我们所知,在合成数据上,新方法的重建质量比其最佳竞争对手高出 3 分贝以上。该合成数据还显示了六边形与正交间隔形状的优越性。此外,还提供了一个包含 10 个场景的真实世界高分辨率高光谱视频数据库,供进一步研究其他应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.40
自引率
10.50%
发文量
417
审稿时长
3 months
期刊介绍: The Journal of the Optical Society of America A (JOSA A) is devoted to developments in any field of classical optics, image science, and vision. JOSA A includes original peer-reviewed papers on such topics as: * Atmospheric optics * Clinical vision * Coherence and Statistical Optics * Color * Diffraction and gratings * Image processing * Machine vision * Physiological optics * Polarization * Scattering * Signal processing * Thin films * Visual optics Also: j opt soc am a.
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