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Automatic Facial Recognition: A Systematic Review on the Problem of Light Variation

机译:自动面部识别:对光变异问题的系统审查

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In this systematic review we approach the problem of light variation in tasks related to automatic facial recognition, a feature that can significantly affect the performance of automatic systems. We then carry out a broad research on the state of the art, describing and comparing current research in this subject. The review relies on a set of processes for searching, analysing and describing research that is considered relevant to this work, and which are reported in more detail in this article. In analysing the results, we could notice that the problem of light variation is still one of the greatest challenges in the area of facial recognition, which translates in a good deal of research directly tackling this problem, trying to solve it or, at least, mitigate it somehow, so as to improve the performance of facial recognition techniques and algorithms. Finally, results also show that this is a problem of great concern by researchers in the field, insomuch that even those articles that do not directly deal with it still make explicit the researchers' concern about it.
机译:在该系统审查中,我们接近与自动面部识别有关的任务的光变化问题,这是一个可以显着影响自动系统性能的功能。然后,我们对本领域的技术进行了广泛的研究,描述和比较了该主题的当前研究。审核依赖于一组搜索,分析和描述与本作工作相关的研究的过程,并在本文中更详细地报告。在分析结果时,我们可以注意到光变异的问题仍然是面部识别领域的最大挑战之一,这在直接解决这个问题的情况下转化了很多研究,试图解决它,或者至少是以某种方式减轻它,以提高面部识别技术和算法的性能。最后,结果还表明,这是该领域的研究人员非常关注的问题,即使这些文章也不直接处理它仍然是明确的研究人员对其的关注。

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