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Filter-based Bayer Pattern CFA Demosaicking

机译:基于过滤器的Bayer模式CFA演示

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摘要

In this paper, we introduce an efficient demosaicking method based on an advanced nonlocal mean (NLM) filter using adaptive weight with consideration of both neighborhood similarity and patch distance. The to-be-interpolated missing color information is considered to be populated by the weight average of directional estimation in six directions: north, south, west, east, pro-diagonal, and anti-diagonal. The NLM sets adaptive weight by obtaining neighborhood similarity between a missing color pixel and the given neighbor color pixels, and similar local neighborhoods are selected to calculate the adaptive weight. The proposed advanced NLM filter is designed to assign weight as a combination of NLM and spatial location distance. The nearer a pixel to a missing pixel, the larger is its chance of having a local structure similar to that of the to-be-interpolated pixel. Considering this evidence and from the viewpoint of reducing computational complexity, we employ location distance to control weights. The new advanced NLM filter is better parametrized, and the weights therein are impacted both by patch similarity and location distance. We present experimental results in terms of CPSNR, S-CIELAB E*, and FSIM to clarify the performance of the proposed algorithm objectively and subjectively. The experimental results indicate that the proposed method outperforms existing approaches both objectively and subjectively.
机译:在本文中,我们介绍了一种基于高级非局部均值(NLM)滤波器的高效去马赛克方法,该方法使用了自适应权重,同时考虑了邻域相似性和贴片距离。待插值的缺失颜色信息被认为是通过六个方向(北,南,西,西,东,对角线和反对角线)的方向估计的权重填充的。 NLM通过获取丢失的彩色像素和给定的相邻彩色像素之间的邻域相似性来设置自适应权重,然后选择相似的局部邻域来计算自适应权重。提议的高级NLM滤波器旨在将权重分配为NLM和空间位置距离的组合。像素离丢失像素越近,其具有与待插值像素相似的局部结构的机会就越大。考虑到这一证据,并从降低计算复杂度的角度出发,我们采用位置距离来控制权重。新的高级NLM滤波器具有更好的参数设置,并且其中的权重会受到补丁相似度和位置距离的影响。我们根据CPSNR,S-CIELAB E *和FSIM提出实验结果,以客观和主观地阐明所提出算法的性能。实验结果表明,该方法在客观和主观上均优于现有方法。

著录项

  • 来源
    《Circuits, systems, and signal processing》 |2017年第7期|2917-2940|共24页
  • 作者单位

    Xidian Univ, Sch Phys & Optoelect Engn, Xian 710071, Shaanxi, Peoples R China|Incheon Natl Univ, Dept Embedded Syst Engn, Incheon 22012, South Korea;

    Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China;

    Xidian Univ, Sch Phys & Optoelect Engn, Xian 710071, Shaanxi, Peoples R China;

    Incheon Natl Univ, Dept Embedded Syst Engn, Incheon 22012, South Korea;

  • 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

    Demosaicking; Color channel; Nonlocal mean; Patch distance;

    机译:去马赛克;颜色通道;非局部均值;面距;

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