论文标题
使用衍射光网络的快照多光谱成像
Snapshot Multispectral Imaging Using a Diffractive Optical Network
论文作者
论文摘要
多光谱成像已用于例如环境监测,航空航天,防御和生物医学中的众多应用。在这里,我们提出了一个基于衍射的光网络的多光谱成像系统,该系统使用深度学习训练,以在输出图像视野视野中创建虚拟光谱滤波器阵列。这款衍射多光谱成像仪在大型光谱上执行空间相结合的成像,同时,将一组预定的光谱通道路由到输出平面的一系列像素上,将单色焦点平面阵列或图像传感器转换为多光谱图像设备,无需光谱成像归档器即可恢复Algorith或Image Algorith。此外,该衍射多光谱成像器的光谱响应性对输入极化状态不敏感。通过数值模拟,我们提出了不同的衍射网络设计,这些网络设计基于可见光光谱中的4、9和16独特光谱带实现快照多光谱成像,基于被动的空间结构衍射表面,其紧凑的设计具有轴向跨度的平均范围频谱波段的平均波长的紧凑型设计。此外,我们在实验上证明了基于3D打印的衍射网络的衍射多光谱成像仪,该网络在其输出图像平面上创建一个在Terahertz Spectrum处具有2x2 = 4个唯一频段的空间重复的虚拟光谱滤波器阵列。由于它们的紧凑型外形和无计算,功率和极化不敏感的向前操作,衍射的多光谱成像仪可以用于各种成像和传感应用,并在高密度和广泛的多光谱像素阵列的不同部分中使用。
Multispectral imaging has been used for numerous applications in e.g., environmental monitoring, aerospace, defense, and biomedicine. Here, we present a diffractive optical network-based multispectral imaging system trained using deep learning to create a virtual spectral filter array at the output image field-of-view. This diffractive multispectral imager performs spatially-coherent imaging over a large spectrum, and at the same time, routes a pre-determined set of spectral channels onto an array of pixels at the output plane, converting a monochrome focal plane array or image sensor into a multispectral imaging device without any spectral filters or image recovery algorithms. Furthermore, the spectral responsivity of this diffractive multispectral imager is not sensitive to input polarization states. Through numerical simulations, we present different diffractive network designs that achieve snapshot multispectral imaging with 4, 9 and 16 unique spectral bands within the visible spectrum, based on passive spatially-structured diffractive surfaces, with a compact design that axially spans ~72 times the mean wavelength of the spectral band of interest. Moreover, we experimentally demonstrate a diffractive multispectral imager based on a 3D-printed diffractive network that creates at its output image plane a spatially-repeating virtual spectral filter array with 2x2=4 unique bands at terahertz spectrum. Due to their compact form factor and computation-free, power-efficient and polarization-insensitive forward operation, diffractive multispectral imagers can be transformative for various imaging and sensing applications and be used at different parts of the electromagnetic spectrum where high-density and wide-area multispectral pixel arrays are not widely available.