Simultaneous Super-Resolution of Spatial and Spectral Imaging with a Camera Array and Notch Filters

Fuente: arXiv
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Auteurs principaux: Lin, Peng, Wang, Xuesong, Chen, Yating, Wu, Xianyu, Huang, Feng, Chen, Shouqian
Format: Preprint
Publié: 2025
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author Lin, Peng
Wang, Xuesong
Chen, Yating
Wu, Xianyu
Huang, Feng
Chen, Shouqian
author_facet Lin, Peng
Wang, Xuesong
Chen, Yating
Wu, Xianyu
Huang, Feng
Chen, Shouqian
contents This study proposes an algorithm based on a notch filter camera array system for simultaneous super-resolution imaging and spectral reconstruction, enhancing the spatial resolution and multispectral imaging capabilities of targets. In this study, multi-aperture super-resolution algorithms, pan-sharpening techniques, and spectral reconstruction algorithms were investigated and integrated. The sub-pixel level offset information and spectral disparities among the 9 low-resolution images captured by the 9 distinct imaging apertures were utilized, leading to the successful reconstruction of 31 super-resolution spectral images. By conducting simulations with a publicly available dataset and performing qualitative and quantitative comparisons with snapshot coded aperture spectral imaging systems, the experimental results demonstrate that our system and algorithm attained a peak signal-to-noise ratio of 35.6dB, representing a 5dB enhancement over the most advanced snapshot coded aperture spectral imaging systems, while also reducing processing time. This research offers an effective solution for achieving high temporal, spectral, and spatial resolution through the utilization of multi-aperture imaging systems.
format Preprint
id arxiv_https___arxiv_org_abs_2506_24014
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Simultaneous Super-Resolution of Spatial and Spectral Imaging with a Camera Array and Notch Filters
Lin, Peng
Wang, Xuesong
Chen, Yating
Wu, Xianyu
Huang, Feng
Chen, Shouqian
Image and Video Processing
This study proposes an algorithm based on a notch filter camera array system for simultaneous super-resolution imaging and spectral reconstruction, enhancing the spatial resolution and multispectral imaging capabilities of targets. In this study, multi-aperture super-resolution algorithms, pan-sharpening techniques, and spectral reconstruction algorithms were investigated and integrated. The sub-pixel level offset information and spectral disparities among the 9 low-resolution images captured by the 9 distinct imaging apertures were utilized, leading to the successful reconstruction of 31 super-resolution spectral images. By conducting simulations with a publicly available dataset and performing qualitative and quantitative comparisons with snapshot coded aperture spectral imaging systems, the experimental results demonstrate that our system and algorithm attained a peak signal-to-noise ratio of 35.6dB, representing a 5dB enhancement over the most advanced snapshot coded aperture spectral imaging systems, while also reducing processing time. This research offers an effective solution for achieving high temporal, spectral, and spatial resolution through the utilization of multi-aperture imaging systems.
title Simultaneous Super-Resolution of Spatial and Spectral Imaging with a Camera Array and Notch Filters
topic Image and Video Processing
url https://arxiv.org/abs/2506.24014