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An Adaptive Fuzzy-Based System to Simulate, Quantify and Compensate Color Blindness

机译:一种基于自适应模糊的仿真,量化和补偿系统   色盲

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摘要

About 8% of the male population of the world are affected by a determinedtype of color vision disturbance, which varies from the partial to completereduction of the ability to distinguish certain colors. A considerable amountof color blind people are able to live all life long without knowing they havecolor vision disabilities and abnormalities. Nowadays the evolution ofinformation technology and computer science, specifically image processingtechniques and computer graphics, can be fundamental to aid at the developmentof adaptive color blindness correction tools. This paper presents a softwaretool based on Fuzzy Logic to evaluate the type and the degree of colorblindness a person suffer from. In order to model several degrees of colorblindness, herein this work we modified the classical linear transform-basedsimulation method by the use of fuzzy parameters. We also proposed four newmethods to correct color blindness based on a fuzzy approach: Methods A and B,with and without histogram equalization. All the methods are based oncombinations of linear transforms and histogram operations. In order toevaluate the results we implemented a web-based survey to get the best resultsaccording to optimize to distinguish different elements in an image. Resultsobtained from 40 volunteers proved that the Method B with histogramequalization got the best results for about 47% of volunteers.
机译:确定类型的色觉障碍会影响世界上约8%的男性人口,这些类型的区别从部分降低到完全降低了区分某些颜色的能力。相当数量的色盲人可以终生生活,而无需知道他们有色觉障碍和异常。如今,信息技术和计算机科学的发展,特别是图像处理技术和计算机图形学的发展,可以成为开发自适应色盲校正工具的基础。本文提出了一种基于模糊逻辑的软件工具,用于评估人所遭受的色盲的类型和程度。为了对几种程度的色盲建模,本文通过模糊参数的使用对经典的基于线性变换的仿真方法进行了改进。我们还基于模糊方法提出了四种校正色盲的新方法:方法A和B,带有和不带有直方图均衡化。所有这些方法都是基于线性变换和直方图运算的组合。为了评估结果,我们实施了基于网络的调查,以根据最佳效果进行最佳分析以区分图像中的不同元素。从40名志愿者获得的结果证明,直方图均衡化的方法B在约47%的志愿者中获得了最佳结果。

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