Single-shot super-resolution and non-uniformity correction through wavefront modulation in infrared imaging systems

IF 1.4 4区 地球科学 Q4 ENVIRONMENTAL SCIENCES Journal of Applied Remote Sensing Pub Date : 2024-03-01 DOI:10.1117/1.jrs.18.022205
Guillermo Machuca, Pablo Meza, Esteban Vera
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Abstract

Infrared (IR) imaging systems have sensor and optical limitations that result in degraded imagery. Apart from imperfect optics and the finite detector size being responsible for introducing blurring and aliasing, the detector fixed-pattern noise also adds a significant layer of degradation in the collected imagery. Here, we propose a single-shot super-resolution method that compensates for the nonuniformity noise of long-wave IR imaging systems. The strategy combines wavefront modulation and a reconstruction methodology based on total variation and nonlocal means regularizers to recover high-spatial frequencies while reducing noise. In simulations and experiments, we demonstrate a clear improvement of up to 16× in image resolution while significantly decreasing the fixed-pattern noise in the reconstructed images.
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在红外成像系统中通过波前调制实现单次超分辨率和非均匀性校正
红外(IR)成像系统受传感器和光学的限制,导致成像质量下降。除了不完美的光学系统和有限的探测器尺寸会导致模糊和混叠之外,探测器的固定模式噪声也会使采集到的图像质量大打折扣。在这里,我们提出了一种单次超分辨率方法,可以补偿长波红外成像系统的不均匀噪声。该策略结合了波前调制和基于总变异和非局部正则的重建方法,在降低噪声的同时恢复高空间频率。在模拟和实验中,我们证明图像分辨率明显提高了 16 倍,同时显著降低了重建图像中的固定图案噪声。
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来源期刊
Journal of Applied Remote Sensing
Journal of Applied Remote Sensing 环境科学-成像科学与照相技术
CiteScore
3.40
自引率
11.80%
发文量
194
审稿时长
3 months
期刊介绍: The Journal of Applied Remote Sensing is a peer-reviewed journal that optimizes the communication of concepts, information, and progress among the remote sensing community.
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