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A Linear Filter Design Technique for Equalizing Document Scanners

机译:用于均衡文档扫描仪的线性滤波器设计技术

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摘要

In this paper, we propose a new technique to automatically restore the sharpness of blurred documents by-equalizing the frequency response of given scanners using linear filters. To measure the blur characteristics of a scanning device, we measure its both horizontal and vertical Spatial Frequency Response (SFR). Starting from the measured SFR of the scanning device, we design an equalizing filter so that the combined SFR of the equalizing filter and the scanner resembles a perfect SFR. The desired 2D frequency response of the filter is computed using linear interpolation of the horizontal and vertical responses derived from the corresponding SFRs of the scanner. The filter design technique is two steps. First, a linear system of equations is constructed using the unknown filter coefficients and the desired filter 2D frequency response. The linear least squares method is used to solve the linear system of equations. The second step of the filter design uses a nonlinear optimization technique to refine the results of the first step. Our experimental results show that this automated process can be applied to different document scanning devices to equalize their spatial frequency response resulting in consistent output sharpness levels.
机译:在本文中,我们提出了一种新技术,该技术通过使用线性滤波器均衡给定扫描仪的频率响应来自动恢复模糊文档的清晰度。为了测量扫描设备的模糊特性,我们测量其水平和垂直空间频率响应(SFR)。从测量的扫描设备的SFR开始,我们设计了一个均衡滤波器,以使均衡滤波器和扫描仪的组合SFR类似于理想的SFR。使用从扫描仪的相应SFR导出的水平和垂直响应的线性插值来计算滤波器的所需2D频率响应。滤波器设计技术分两个步骤。首先,使用未知的滤波器系数和所需的滤波器2D频率响应来构建线性方程组。线性最小二乘法用于求解线性方程组。滤波器设计的第二步使用非线性优化技术来完善第一步的结果。我们的实验结果表明,该自动化过程可以应用于不同的文档扫描设备,以均衡其空间频率响应,从而获得一致的输出清晰度水平。

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