Ávila Francisco J, Bueno Juan M
Departamento de Física Aplicada, Facultad de Ciencias, Universidad de Zaragoza, 50009 Zaragoza, Spain.
Laboratorio de Óptica, Instituto Universitario de Investigación en Óptica y Nanofísica, Universidad de Murcia, 30100 Murcia, Spain.
J Imaging. 2024 Feb 7;10(2):43. doi: 10.3390/jimaging10020043.
The optical quality of an image depends on both the optical properties of the imaging system and the physical properties of the medium the light passes while travelling from the object to the image plane. The computation of the point spread function (PSF) associated to the optical system is often used to assess the image quality. In a non-ideal optical system, the PSF is affected by aberrations that distort the final image. Moreover, in the presence of turbid media, the scattering phenomena spread the light at wide angular distributions that contribute to reduce contrast and sharpness. If the mathematical degradation operator affecting the recorded image is known, the image can be restored through deconvolution methods. In some scenarios, no (or partial) information on the PSF is available. In those cases, blind deconvolution approaches arise as useful solutions for image restoration. In this work, a new blind deconvolution method is proposed to restore images using spherical aberration () and scatter-based kernel filters. The procedure was evaluated in different microscopy images. The results show the capability of the algorithm to detect both degradation coefficients (i.e., and scattering) and to restore images without information on the real PSF.
图像的光学质量既取决于成像系统的光学特性,也取决于光从物体传播到像平面时所经过介质的物理特性。与光学系统相关的点扩散函数(PSF)的计算常被用于评估图像质量。在非理想光学系统中,PSF会受到像差的影响,从而使最终图像失真。此外,在存在浑浊介质的情况下,散射现象会使光在宽角度分布上传播,这会导致对比度和清晰度降低。如果已知影响记录图像的数学退化算子,那么可以通过去卷积方法恢复图像。在某些情况下,无法获得(或只能获得部分)关于PSF的信息。在这些情况下,盲去卷积方法成为图像恢复的有效解决方案。在这项工作中,提出了一种新的盲去卷积方法,使用球差()和基于散射的核滤波器来恢复图像。该方法在不同的显微镜图像上进行了评估。结果表明,该算法能够检测到两种退化系数(即和散射),并且能够在没有真实PSF信息的情况下恢复图像。