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Comparison of different image denoising algorithms for Chinese calligraphy images

机译:中国书法图像中不同图像去噪算法的比较

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摘要

Rubbing is one of the most universal and perhaps the oldest of the techniques that have been used in printmaking. A carefully made rubbing provides an accurate and full-scale facsimile of the surface reproduced. However, many rubbing have been destroyed or lacked a good ways to identify them by certain events, while some other contained a large white background, or have become illegible due to erosion. In order to correct interpretation of these images, some image restoration techniques are employed. Image denoising is one of the important fields in the restoration arena. But, a great challenge of image denoising is how to preserve the edges and all fine details of a rubbing image while reducing the noise. This paper presents a comprehensive comparative study of image denoising techniques relying on Anisotropic Diffusion filter, Wiener filter, TV (Total Variation), NLM (Non-Local Means, NLM), Bilateral filtering. A quantitative measure of comparison is provided by the PSNR, MSE, SNR, UQI and SSIM of the image. Finally, the paper also analyzes its effect of denoising on rubbings with various algorithm and points out the advantages and disadvantages in application. (C) 2015 Elsevier B.V. All rights reserved.
机译:摩擦是版画制作中使用最普遍的技术之一,也许是最古老的技术。精心制作的摩擦件可为复制的表面提供准确而全面的传真。但是,许多摩擦已被破坏或缺少通过某些事件来识别它们的好方法,而另一些则具有较大的白色背景,或者由于腐蚀而变得难以辨认。为了校正这些图像的解释,采用了一些图像恢复技术。图像降噪是恢复领域的重要领域之一。但是,图像去噪的一大挑战是如何在减少噪声的同时保留摩擦图像的边缘和所有精细细节。本文提出了一种基于各向异性扩散滤波器,维纳滤波器,TV(总变化),NLM(非局部均值,NLM),双边滤波的图像去噪技术的综合比较研究。图像的PSNR,MSE,SNR,UQI和SSIM提供了比较的定量度量。最后,还通过各种算法分析了去噪对摩擦的影响,并指出了其在应用中的优缺点。 (C)2015 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第5期|102-112|共11页
  • 作者单位

    Nanchang Inst Technol, Coll Mech & Elect Engn, Nanchang 330099, Jiangxi, Peoples R China;

    Nanchang Inst Technol, Coll Mech & Elect Engn, Nanchang 330099, Jiangxi, Peoples R China;

    Harbin Inst Technol, Sch Mech & Engn, Harbin 150080, Heilongjiang, Peoples R China;

    Nanchang Inst Technol, Coll Mech & Elect Engn, Nanchang 330099, Jiangxi, Peoples R China;

    Nanchang Inst Technol, Coll Mech & Elect Engn, Nanchang 330099, Jiangxi, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image denoising; Chinese calligraphy images; Total Variation; Non-Local Means; Bilateral filtering; Wavelet denoising;

    机译:图像去噪中国书法图像整体变化非局部均值双边滤波小波去噪;
  • 入库时间 2022-08-18 02:06:31

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