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An integrated method for ancient Chinese tablet images de-noising based on assemble of multiple image smoothing filters

机译:基于多个图像平滑滤波器组合的中国古代平板图像降噪集成方法

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摘要

There are unavoidably lots of noises in tablet images due to natural or man-made decay, which have a significant affect on learning and studying of the ancient Chinese calligraphy works with Chinese tablet images. To address this problem, an integrated de-noising method, based on assemble of multiple image smoothing filters, is proposed in this paper. To avoid damaging characters and losing detail information, input Chinese tablet images are enhanced by the Guided filter and multi-scale Retinex filter firstly. Then the enhanced tablet images are converted to binary ones by the Otsu thresholding filter. Finally, most random and block noises are removed using an improved scan-length statistics filter based on connected region. The performance of the proposed method was validated on our Chinese tablet image data set, which consists of 200 Chinese tablet images with different kinds of noise. Experiments show that, the proposed method can effectively remove most image noise (including various block noise, linear noise and ant-like noise) and preserve characters better than existing methods.
机译:由于自然或人为的衰落,在平板电脑图像中不可避免地会产生很多噪音,这对学习和研究带有中国平板电脑图像的中国古代书法作品产生了重大影响。为了解决这个问题,本文提出了一种基于多个图像平滑滤波器组合的综合降噪方法。为了避免损坏字符和丢失详细信息,首先通过引导过滤器和多尺度Retinex过滤器来增强输入的中文平板电脑图像。然后,通过Otsu阈值过滤器将增强的平板电脑图像转换为二进制图像。最后,使用基于连接区域的改进的扫描长度统计滤波器可以消除大多数随机噪声和块噪声。我们的中文平板电脑图像数据集验证了该方法的性能,该数据集由200种不同噪声的中文平板电脑图像组成。实验表明,与现有方法相比,该方法能够有效去除大多数图像噪声(包括各种块噪声,线性噪声和类似蚂蚁的噪声),并能更好地保留字符。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2016年第19期|12245-12261|共17页
  • 作者单位

    Xian Univ Technol, Sch Comp Sci & Engn, Xian 710048, Shaanxi, Peoples R China;

    Xian Univ Technol, Sch Comp Sci & Engn, Xian 710048, Shaanxi, Peoples R China;

    Zhejiang Univ, Dept Culture Heritage & Museol, Hangzhou 310028, Zhejiang, Peoples R China;

    Xian Univ Technol, Sch Comp Sci & Engn, Xian 710048, Shaanxi, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image de-noising; Guided filter; Multi-scale Retinex; Scan-length;

    机译:图像去噪;引导滤波器;多尺度Retinex;扫描长度;
  • 入库时间 2022-08-17 13:04:25

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