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Contrast enhancement algorithm considering surrounding information by illumination image

机译:考虑照明图像周围信息的对比度增强算法

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摘要

We propose a contrast enhancement algorithm considering surrounding information by illumination image. Conventional contrast enhancement techniques can be classified as a retinex-based method and a tone mapping function-based method. However, many retinex methods suffer from high-computational costs or halo artifacts. To cope with these problems, efficient edge-preserving smoothing methods have been researched. Tone mapping function-based methods are limited in terms of enhancement since they are applied without considering surrounding information. To solve these problems, we estimate an illumination image with local adaptive smoothness, and then utilize it as surrounding information. The local adaptive smoothness is calculated by using illumination image properties and an edge-adaptive filter based on the just noticeable difference model. Additionally, we employ a resizing method instead of a blur kernel to reduce the computational cost of illumination estimation. The estimated illumination image is incorporated with the tone mapping function to address the limitations of the tone mapping function-based method. With this approach, the amount of local contrast enhancement is increased. Experimental results show that the proposed algorithm enhances both global and local contrasts and produces better performance in objective evaluation metrics while preventing a halo artifact. (C) 2014 SPIE and IS&T
机译:我们提出一种对比增强算法,该算法考虑了照明图像周围的信息。常规的对比度增强技术可以分类为基于retinex的方法和基于色调映射功能的方法。但是,许多retinex方法都遭受了高计算成本或光晕伪影的困扰。为了解决这些问题,已经研究了有效的边缘保持平滑方法。基于色调映射功能的方法在增强方面受到限制,因为在应用这些方法时并未考虑周围的信息。为了解决这些问题,我们估计具有局部自适应平滑度的照明图像,然后将其用作周围信息。通过使用照明图像属性和基于恰到好处的差异模型的边缘自适应滤波器来计算局部自适应平滑度。另外,我们采用了调整大小的方法来代替模糊核,以减少照明估计的计算成本。将估计的照明图像与色调映射功能合并在一起,以解决基于色调映射功能的方法的局限性。利用这种方法,增加了局部对比度增强的量。实验结果表明,该算法增强了全局和局部对比度,在防止光晕伪影的同时,在客观评估指标上产生了更好的性能。 (C)2014 SPIE和IS&T

著录项

  • 来源
    《Journal of electronic imaging》 |2014年第5期|053010.1-053010.18|共18页
  • 作者单位

    Yonsei Univ, Inst BioMed IT Energy IT & Smart IT Technol BEST, Seoul 120749, South Korea;

    Yonsei Univ, Inst BioMed IT Energy IT & Smart IT Technol BEST, Seoul 120749, South Korea;

    Yonsei Univ, Inst BioMed IT Energy IT & Smart IT Technol BEST, Seoul 120749, 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

    contrast enhancement; illumination; halo artifact; retinex; tone mapping function;

    机译:对比度增强;照明;光晕伪影;retinex;色调映射功能;
  • 入库时间 2022-08-18 01:17:30

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