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Development of a Simulation Tool for the Face Recognition Using Feature Feedback

机译:开发基于特征反馈的人脸识别仿真工具

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In this paper, we present a novel simulation tool to analyze the results from Feature Feedback-based pattern recognition method especially for the face recognition. Using Feature Feedback, we can choose an important region that affects the classification and utilize the region for the recognition. To do so, a reverse mapping is used from the feature space to the original data space. However, in Feature Feedback, there are many parameters such as number of Fisherfaces, threshold value, etc. used to obtain better results. The simulation tool described in this paper makes it easier to evaluate the effect of those parameters on the recognition rate by optionally changing their values. It also helps the students have an intuitive look on Eigenface, Fisherface or feature mask which are important for the understanding of the Feature Feedback and pattern recognition theory.
机译:在本文中,我们提出了一种新颖的仿真工具来分析基于特征反馈的模式识别方法的结果,尤其是用于面部识别。使用特征反馈,我们可以选择一个影响分类的重要区域,并利用该区域进行识别。为此,使用了从特征空间到原始数据空间的反向映射。但是,在“功能反馈”中,有许多参数(例如,Fisherfaces的数量,阈值等)用于获得更好的结果。本文介绍的仿真工具可通过可选地更改其值,从而更轻松地评估这些参数对识别率的影响。它还可以帮助学生直观了解特征脸,Fisherface或特征蒙版,这对于理解特征反馈和模式识别理论很重要。

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