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Binarization of stone inscripted documents

机译:石刻文件的二值化

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摘要

Conversion of stone images with inscription to binary form pose several challenges due to perspective distortion, minimal distinction between foreground and background, lack of standardization of the text size and shape, less discernible color difference between the foreground and background and highly correlated noises. Traditional techniques to convert these images to binary form fail to handle all these challenges efficiently. In this paper we present a new technique to convert images of stone with inscriptions to binary forms. Initially, the Fast ICA (Independent Component Analysis) technique is used to enhance the minimal difference between text and non-text regions by decreasing the correlated noises. Then, the image is normalized using linear regression method. Cumulative residual entropy is obtained from the normalized image and it is analyzed to get threshold value to be used for conversion to binary image. The proposed technique is tested on images collected from world heritage site, "Hampi" and compared to other existing algorithms for binary conversion. The results of the proposed method are better than the competing algorithms.
机译:由于透视畸变,前景和背景之间的最小区别,文本大小和形状的标准化不足,前景和背景之间的色差难以识别以及高度相关的噪声,将带有铭文的石像转换为二进制格式带来了一些挑战。将这些图像转换为二进制形式的传统技术无法有效应对所有这些挑战。在本文中,我们提出了一种将刻有铭文的石头图像转换为二进制形式的新技术。最初,快速ICA(独立分量分析)技术用于通过降低相关噪声来增强文本区域和非文本区域之间的最小差异。然后,使用线性回归方法对图像进行归一化。从归一化图像获得累积残差熵,并对其进行分析以获得阈值,以用于转换为二进制图像。在从世界遗产“ Hampi”收集的图像上测试了提出的技术,并将其与其他现有的二进制转换算法进行了比较。该方法的结果优于竞争算法。

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