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Point Spread Function Model-based Projections onto Convex Sets Reconstruction for Laser Imaging in Water

机译:基于点扩展函数模型的凸集重构在水中激光成像中的投影

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摘要

The visibility of underwater imaging illuminated by a laser beam has been of long-standing interest. Image denoising and restoration can help to enhance the image quality; however, the resolution is still limited. Image super resolution reconstruction (SRR) is a widely used technique for improving resolution beyond the limit of hardware. Projections onto convex sets (POCS) is one of the most popular SRR methods for its flexibility of incorporating prior knowledge such as the point spread function (PSF) of imaging system. A better understanding of the PSF can improve the accuracy of the POCS method, thus, the presented effort reviews several PSF models including a simplified PSF model based on beam propagation and applies them to the POCS method for an underwater range-gated pulsed laser imaging system. From experimental results, we can conclude that the combination of PSF can effectively enhance the performance of the POCS reconstruction for underwater laser imaging.
机译:长期以来一直关注由激光束照射的水下成像的可视性。图像去噪和还原可以帮助提高图像质量;但是,分辨率仍然有限。图像超分辨率重建(SRR)是一种广泛使用的技术,可以提高分辨率,使其超出硬件的限制。凸集投影(POCS)是最流行的SRR方法之一,因为它可以灵活地结合成像系统的点扩展函数(PSF)等先验知识。对PSF的更好理解可以提高POCS方法的准确性,因此,本文的工作回顾了几种PSF模型,包括基于光束传播的简化PSF模型,并将其应用于水下测距脉冲激光成像系统的POCS方法。 。从实验结果可以得出结论,PSF的组合可以有效地增强POCS重建在水下激光成像中的性能。

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