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Compact Snapshot Hyperspectral Imaging with Diffracted Rotation

机译:具有散斑旋转的紧凑型快照高光谱成像

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Traditional snapshot hyperspectral imaging systems include various optical elements: a dispersive optical element (prism), a coded aperture, several relay lenses, and an imaging lens, resulting in an impractically large form factor. We seek an alternative, minimal form factor of snapshot spectral imaging based on recent advances in diffractive optical technology. We thereupon present a compact, diffraction-based snapshot hyperspectral imaging method, using only a novel diffractive optical element (DOE) in front of a conventional, bare image sensor. Our diffractive imaging method replaces the common optical elements in hyperspectral imaging with a single optical element. To this end, we tackle two main challenges: First, the traditional diffractive lenses are not suitable for color imaging under incoherent illumination due to severe chromatic aberration because the size of the point spread function (PSF) changes depending on the wavelength. By leveraging this wavelength-dependent property alternatively for hyperspectral imaging, we introduce a novel DOE design that generates an anisotropic shape of the spectrally-varying PSF. The PSF size remains virtually unchanged, but instead the PSF shape rotates as the wavelength of light changes. Second, since there is no dispersive element and no coded aperture mask, the ill-posedness of spectral reconstruction increases significantly. Thus, we propose an end-to-end network solution based on the unrolled architecture of an optimization procedure with a spatial-spectral prior, specifically designed for deconvolution-based spectral reconstruction. Finally, we demonstrate hyperspectral imaging with a fabricated DOE attached to a conventional DSLR sensor. Results show that our method compares well with other state-of-the-art hyperspectral imaging methods in terms of spectral accuracy and spatial resolution, while our compact, diffraction-based spectral imaging method uses only a single optical element on a bare image sensor.
机译:传统的快照高光谱成像系统包括各种光学元件:色散光学元件(棱镜),编码光圈,多个中继透镜和成像透镜,这导致了不切实际的大尺寸。我们基于衍射光学技术的最新进展寻求快照光谱成像的另一种最小尺寸。因此,我们提出了一种紧凑的,基于衍射的快照高光谱成像方法,该方法仅在传统的裸露图像传感器之前使用新型衍射光学元件(DOE)。我们的衍射成像方法用单个光学元件替代了高光谱成像中的常见光学元件。为此,我们解决了两个主要挑战:首先,传统的衍射透镜由于严重的色差而不适用于非相干照明下的彩色成像,这是因为点扩散函数(PSF)的大小随波长而变化。通过交替利用这种依赖于波长的特性进行高光谱成像,我们引入了一种新颖的DOE设计,该设计可生成光谱变化的PSF的各向异性形状。 PSF大小实际上保持不变,但是PSF形状会随着光的波长变化而旋转。其次,由于没有色散元件,也没有编码孔径掩模,因此频谱重建的不适定性大大增加。因此,我们提出了一种基于优化程序的展开架构的端到端网络解决方案,该程序具有空间光谱先验,专门为基于反卷积的光谱重建而设计。最后,我们演示了将传统的DSLR传感器与制造的DOE相连的高光谱成像技术。结果表明,在光谱准确性和空间分辨率方面,我们的方法与其他最新的高光谱成像方法相比非常出色,而我们的紧凑型基于衍射的光谱成像方法在裸露的图像传感器上仅使用单个光学元件。

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