无需校准的微型光谱成像系统,用普通相机就能拍出高分辨率光谱图像。
Compact Snapshot Spectral Imaging with Calibration-Free Aperture Diffraction

- 仅用衍射透镜和拜耳传感器实现光谱编码,无额外硬件占用。
- 直接用理论点扩散函数重建光谱,实测与仿真差距小,无需重复校准。
- 适合嵌入式设备,尤其适合对体积和成本敏感的光谱应用。
快照式光谱成像(SSI)可提供时空谱三维观测,揭示物质本质特性。但其系统复杂且需反复校准,限制了边缘部署。本文提出一种紧凑、低成本、无需校准的SSI方法——孔径衍射成像光谱仪(ADIS),仅由一个带有二值掩膜的衍射透镜和拜耳滤波传感器构成,不增加标准RGB相机的物理尺寸。ADIS通过衍射实现波长分散与复用,将能量映射至不同感光位置,支持从超像素级编码中恢复全分辨率。它直接使用理论计算的点扩散函数(PSF)实现无校准光谱重建,可容忍不同光学配置下的透镜差异,弥合仿真与现实间的鸿沟。为解决稀疏约束下的逆问题,提出正交衍射感知展开框架(ODAUF)与体素位移变换器(VST),提升衍射感知能力。将VST集成至ODAUF形成高效架构ODAUVST,显著提升重建质量并减少参数量。通过理论分析、系统对比及真实场景验证,证明了ADIS在商业相机尺寸内实现无校准全分辨率光谱成像的优势。
原文摘要 · Abstract (English)
Snapshot Spectral Imaging (SSI) provides high-dimensional temporal-spatial-spectral observation to uncover intrinsic physical characteristics. However, its complex system and repetitive calibration requirements hinder edge applications. Here, we propose a compact, cost-effective, calibration-free SSI method, Aperture Diffraction Imaging Spectrometer (ADIS), which consists only of a diffractive lens with a binary mask and a Bayer-filtered sensor, requiring no additional physical footprint compared to standard RGB cameras. ADIS disperses and multiplexes wavelengths, mapping energy to distinct sensor locations, enabling full-resolution recovery from superpixel-level encodings. ADIS directly leverages theoretically computed PSFs to enable calibration-free spectral reconstruction, while tolerating lens-dependent variations across different optical configurations and bridging the gap between simulation and reality. To achieve SSI by solving a sparsely-constrained inverse problem, we introduce the Orthogonal Diffraction-Aware Unfolding Framework (ODAUF) with Voxel Shift Transformer (VST) for improved orthogonal diffraction perception. Integrating VST into ODAUF forms the efficient Orthogonal Diffraction-Aware Unfolding Voxel Shift Transformer (ODAUVST), delivering excellent recovery and reduced parameters. By elaborating on theory, systematic and comprehensive comparing, and demonstrating real SSI results, we validate the superiority of ADIS, achieving calibration-free full-resolution SSI within a commercial camera footprint.
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