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Adaptive fuzzy contrast factor enhancement technique for low contrast and nonuniform illumination images - Springer

机译:低对比度和不均匀照明图像的自适应模糊对比度因子增强技术-Springer

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摘要

This paper presents a new enhancement technique using the fuzzy set theory for low contrast and nonuniform illumination images. A new parameter called the contrast factor which will provide information on the difference among the gray-level values in the local neighborhood is proposed. The contrast factor is measured by both local and global information to ensure that the fine details of the degraded image are enhanced. This parameter is used to divide the degraded image into bright and dark regions. The enhancement process is applied on gray-scale images wherein the modified Gaussian membership function is employed. The process is performed separately according to the image’s respective regions. The performance of the proposed method is comparable with other state-of-the-art techniques in terms of processing time. The proposed method exhibits the best performance and defeats other methods in terms of preserving brightness and details without amplifying existing noises.
机译:本文提出了一种新的使用模糊集理论的低对比度和非均匀照明图像增强技术。提出了一个新的参数,称为对比度因子,它将提供有关局部邻域中灰度值之间差异的信息。通过本地和全局信息来测量对比度因子,以确保增强退化图像的精细细节。此参数用于将降级的图像划分为明亮和黑暗区域。增强过程应用于灰度图像,其中采用了修改后的高斯隶属度函数。该过程将根据图像的各个区域分别执行。就处理时间而言,所建议方法的性能可与其他最新技术相媲美。所提出的方法在保持亮度和细节而不扩大现有噪声的方面表现出最好的性能并且击败了其他方法。

著录项

  • 来源
    《Signal, Image and Video Processing》 |2014年第8期|1591-1603|共13页
  • 作者单位

    1.Imaging and Intelligent System Research Team (ISRT) School of Electrical and Electronic Engineering Engineering Campus Universiti Sains Malaysia 14300 Nibong Tebal Penang Malaysia 2.Department of Biomedical Engineering Faculty of Engineering University of Malaya 50603 Lembah Pantai Kuala Lumpur Malaysia;

    1.Imaging and Intelligent System Research Team (ISRT) School of Electrical and Electronic Engineering Engineering Campus Universiti Sains Malaysia 14300 Nibong Tebal Penang Malaysia;

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

    Nonuniform illumination; Underexposed; Overexposed; Bright; Dark; Contrast factor;

    机译:照明不均匀;曝光不足;曝光过度;亮;暗;对比度;

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