Restoration of fluorescence microscopic images using a nonlinear PDE based filter

R. Srivastava
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引用次数: 4

Abstract

In this paper, a nonlinear anisotropic diffusion based filter adapted to Poisson noise is proposed to restore the degraded fluorescence microscopic images due to Poisson noise. The proposed filter is based on a combined maximum a posterior (MAP) and partial differential equations (PDE) based approach to the image reconstruction problem. The performance of the proposed scheme has been compared with other standard techniques available in literature such as Wiener filter, regularized filter, Lucy-Richardson filter and another proposed nonlinear complex diffusion based filter in terms of mean square error (MSE), peak signal-to-noise ratio (PSNR), correlation parameter (CP) and mean structure similarity index map (MSSIM). The obtained results shows that the proposed complex diffusion based filter adapted to Poisson noise performs better in comparison to other filters and is an optimal choice for reduction of intrinsic Poisson noise from the fluorescence microscopic images as well as other digital images corrupted with Poisson noise and it is also well capable of preserving edges and radiometric information such as luminance and contrast of the restored image.
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荧光显微图像的恢复使用非线性PDE为基础的滤波器
本文提出了一种适应泊松噪声的非线性各向异性扩散滤波器,用于恢复因泊松噪声而退化的荧光显微图像。该滤波器是基于最大后验(MAP)和偏微分方程(PDE)相结合的图像重建方法。在均方误差(MSE)、峰值信噪比(PSNR)、相关参数(CP)和平均结构相似指数图(MSSIM)等方面,将所提方案的性能与文献中已有的其他标准技术如Wiener滤波器、正则化滤波器、Lucy-Richardson滤波器和另一种基于非线性复杂扩散的滤波器进行了比较。结果表明,所提出的基于复扩散的泊松噪声滤波方法比其他滤波方法性能更好,是去除荧光显微图像和其他被泊松噪声破坏的数字图像的本然泊松噪声的最佳选择,并且能够很好地保留恢复图像的边缘和亮度、对比度等辐射信息。
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