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Can facial metrology predict gender?

机译:面部计量可以预测性别吗?

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We investigate the question of whether facial metrology can be exploited for reliable gender prediction. A new method based solely on metrological information from facial landmarks is developed. Here, metrological features are defined in terms of specially normalized angle and distance measures and computed based on given landmarks on facial images. The performance of the proposed metrology-based method is compared with that of a state-of-the-art appearance-based method for gender classification. Results are reported on two standard face databases, namely, MUCT and XM2VTS containing 276 and 295 images, respectively. The performance of the metrology-based approach was slightly lower than that of the appearance-based method by only about 3.8% for the MUCT database and about 5.7% for the XM2VTS database.
机译:我们调查是否可以利用面部计量学来进行可靠的性别预测。开发了一种仅基于面部标志物的计量信息的新方法。在此,根据特殊归一化的角度和距离度量来定义度量特征,并基于面部图像上的给定界标来计算度量特征。将所提出的基于计量的方法的性能与基于最新外观的基于性别的方法进行比较。结果在两个标准的人脸数据库中报告,即分别包含276和295张图像的MUCT和XM2VTS。基于度量的方法的性能仅比基于外观的方法的性能低一些,对于MUCT数据库仅约3.8%,对于XM2VTS数据库仅约5.7%。

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