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Estimation of morphological degradation parameters

机译:形态降解参数的估计

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Abstract: We have discussed a morphologically based nonlinear document degradation model to characterize the perturbation process associated with the printing and scanning process $LB@KHP93, KHP94$RB@. In this paper we use the nonparametric estimation algorithm discussed in $LB@KHP93, KHP94$RB for estimating the sizes of the structuring elements of the degradation model. Other parameters of the model can be estimated in a similar fashion. Thus, given a small sample of (real) scanned documents, we can estimate the parameters of the model using the nonparametric estimation algorithm, and use the estimated parameters to create a large sample of simulated documents with degradation characteristics similar to that of the real scanned documents. The large simulated sample can then be used for various purposes, for example, training classifiers, estimating performance of OCR algorithms, choosing parameter values in noise removal algorithms, etc. !10
机译:摘要:我们讨论了基于形态学的非线性文档退化模型,以表征与打印和扫描过程$ LB @ KHP93,KHP94 $ RB @相关的扰动过程。在本文中,我们使用在$ LB @ KHP93,KHP94 $ RB中讨论的非参数估计算法来估计退化模型的结构元素的大小。可以类似的方式估计模型的其他参数。因此,给定一小部分(真实)扫描文档,我们可以使用非参数估计算法来估计模型的参数,并使用估计的参数来创建模拟文档的大样本,其降级特性与真实扫描文档相似。文件。然后,可以将大型的模拟样本用于各种目的,例如,训练分类器,估计OCR算法的性能,在噪声消除算法中选择参数值等!10

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