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Processing images for red-green dichromats compensation via naturalness and information-preservation considered recoloring

机译:通过考虑自然性和信息保留来处理用于红绿双色差补偿的图像

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摘要

Color vision deficiency (CVD) is caused by anomalies in the cone cells of the human retina. It affects approximately 200 million individuals throughout the world. Although previous studies have proposed compensation methods, contrast and naturalness preservation have not been adequately and simultaneously addressed in the state-of-the-art studies. This paper focuses on red-green dichromats' compensation and proposes a recoloring algorithm that combines contrast enhancement and naturalness preservation in a unified optimization model. In this implementation, representative color extraction and edit propagation methods are introduced to maintain global and local information in the recolored image. The quantitative evaluation results showed that the proposed method is competitive with state-of-the-art methods. A subjective experiment was also conducted and the evaluation results revealed that the proposed method obtained the best scores in preserving both naturalness and information for individuals with severe red-green CVD.
机译:色觉不足(CVD)是由人视网膜视锥细胞异常引起的。它影响了全世界大约2亿个人。尽管以前的研究提出了补偿方法,但是在最新技术中,对比度和自然保持性尚未得到充分和同时的解决。本文着眼于红绿双色差的补偿,并提出了一种在统一的优化模型中将对比度增强和自然保留相结合的重着色算法。在此实现中,引入了代表性的颜色提取和编辑传播方法,以在重新着色的图像中维护全局和局部信息。定量评估结果表明,所提出的方法与最新方法具有竞争性。还进行了主观实验,评估结果表明,对于严重的红绿色CVD患者,该方法在保存自然性和信息方面均获得了最佳成绩。

著录项

  • 来源
    《The Visual Computer》 |2019年第8期|1053-1066|共14页
  • 作者单位

    Univ Yamanashi, Grad Sch Engn, Kofu, Yamanashi 4008511, Japan;

    Univ Yamanashi, Dept Comp Sci & Engn, Kofu, Yamanashi 4008511, Japan;

    Univ Yamanashi, Dept Comp Sci & Engn, Kofu, Yamanashi 4008511, Japan;

    Keio Univ, Dept Informat & Comp Sci, Yokohama, Kanagawa 2238522, Japan;

    Univ Yamanashi, Dept Ophthalmol, Chuo 4093898, Japan;

    Univ Yamanashi, Dept Comp Sci & Engn, Kofu, Yamanashi 4008511, Japan|Hangzhou Dianzi Univ, Sch Comp Sci, 1156 2nd St, Hangzhou 310018, Zhejiang, 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

    Red-green dichromacy; Recoloring; Naturalness; Contrast; Subjective evaluation;

    机译:红绿色双色度;变色;自然度;对比度;主观评价;

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