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首页> 外文期刊>鹿児島大学教育学部研究紀要 >Restoration of Motion-Blurred Image by RLS Wiener Smoother and Filter
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Restoration of Motion-Blurred Image by RLS Wiener Smoother and Filter

机译:通过RLS维纳平滑器和滤镜恢复运动模糊图像

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摘要

Hitherto, a variety of image restoration techniques have been applied to the image restoration problems degraded by the blur and the observation noise. This paper examines, for the first time, to restore the degraded image by the RLS Wiener fixed-point smoother and filter. In this paper, it is assumed that the degraded image is generated in terms of blur and additional white observation noise. In the RLS Wiener estimators, the following information is used:(1)the system matrix for the state vector, (2) the variance of the state vector, (3) the variance of the white observation noise, and (4) the observation vector. As is shown in the simulation example, the observation vector is related to the point-spread function (PSF), which is known as a parameter to cause blur in two-dimensional images. A numerical simulation example shows that the proposed image restoration technique, for the degraded image including the blur, by the RLS Wiener fixed-point smoother and filter is feasible. Image Restoration; Blurred Image; RLS Wiener Fixed-Point Smoother; RLS Wiener Filter; Point-Spread Function (PSF)
机译:迄今为止,已经将各种图像恢复技术应用于由于模糊和观察噪声而恶化的图像恢复问题。本文首次研究了使用RLS Wiener定点平滑器和滤波器恢复退化的图像。在本文中,假设根据模糊和额外的白色观察噪声生成了降级图像。在RLS Wiener估计器中,使用以下信息:(1)状态向量的系统矩阵,(2)状态向量的方差,(3)白色观测噪声的方差,(4)观测值向量。如仿真示例所示,观察向量与点扩展函数(PSF)有关,点扩展函数是导致二维图像模糊的参数。数值模拟实例表明,针对RLS维纳定点平滑器和滤波器对包括模糊在内的退化图像提出的图像恢复技术是可行的。图像还原;图像模糊; RLS维纳定点平滑器; RLS维纳滤波器;点扩展功能(PSF)

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