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

机译:自动面部识别:对光线变化问题的系统评价

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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:在本系统综述中,我们解决了与自动面部识别有关的任务中光线变化的问题,该功能可能会严重影响自动系统的性能。然后,我们对现有技术进行了广泛的研究,描述并比较了该领域的最新研究。该审查依赖于一组搜索,分析和描述被认为与此工作相关的研究的过程,本文将对此进行更详细的报告。在分析结果时,我们可以注意到,光线变化问题仍然是面部识别领域的最大挑战之一,这意味着大量研究直接解决了这个问题,试图解决这个问题,或者至少解决了这个问题。以某种方式缓解它,从而提高面部识别技术和算法的性能。最后,结果还表明,这是该领域研究人员非常关注的问题,即使是那些不直接涉及该问题的文章也仍然明确表明了研究人员对此的关注。

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