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A low lighting or contrast ratio visible iris recognition using iso-contrast limited adaptive histogram equalization

机译:使用等对比度受限的自适应直方图均衡化的低光照或对比度可视虹膜识别

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摘要

Condition of eye images with a low lighting or low contrast ratio between the iris and pupil is one of the challenges for iris recognition in a non-cooperative environment and under visible wavelength illumination. Incorrect iris localization can affect the performance of the iris recognition system. Iso-contrast limited adaptive histogram equalization is proposed to overcome this challenge and increase the performance of iris localization. The eye image is partitioned into the contextual sub-region; then, the proposed method transfers the pixel intensity by referring to a local intensity histogram and a newly suggested cumulative distribution function. This research was tested on 1000 eye images from the UBIRIS.v2 dataset. The results showed that the proposed method performed better than existing methods when dealing with a low lighting or low contrast ratio between the iris and pupil in the eye image.
机译:在非合作环境和可见光波长照射下,虹膜和瞳孔之间的照明度低或对比度低的眼睛图像状况是虹膜识别的挑战之一。错误的虹膜定位会影响虹膜识别系统的性能。提出了等对比度有限的自适应直方图均衡技术来克服这一挑战并提高虹膜定位的性能。眼睛图像被划分为上下文子区域;然后,该方法通过参考局部强度直方图和新建议的累积分布函数来传递像素强度。这项研究在来自UBIRIS.v2数据集的1000眼图像上进行了测试。结果表明,所提出的方法在处理眼睛图像中虹膜和瞳孔之间的低光照或低对比度时表现优于现有方法。

著录项

  • 来源
    《Knowledge-Based Systems》 |2015年第1期|40-48|共9页
  • 作者单位

    Laboratory of Computational Intelligence and Image Processing, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Skudai, Johor, Malaysia;

    Laboratory of Computational Intelligence and Image Processing, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Skudai, Johor, Malaysia;

    Laboratory of Computational Intelligence and Image Processing, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Skudai, Johor, Malaysia;

    Laboratory of Computational Intelligence and Image Processing, Faculty of Computing, Universiti Teknologi Malaysia, 81310 UTM Skudai, Johor, Malaysia;

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

    Iris recognition; Color contrast enhancement; iso-CLAHE; Low lighting; Low contrast ratio;

    机译:虹膜识别;色彩对比增强;iso-CLAHE;光线不足;低对比度;

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