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Real-time demographic profiling from face imagery with Fisher vectors

机译:使用Fisher向量从人脸图像进行实时人口统计分析

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In the last decade, demographic profiling from facial imagery has grown in its importance in the computer vision field. For demographic profiling, we usually mean gender, ethnicity, and age identification from face images. In this paper, we propose an efficient and effective profiling framework and we assess the quality of the proposed approach comparing the results obtained by our system with those achieved by other recently published methods on large datasets of facial images with different age, gender, and ethnicity. These results show how a carefully engineered pipeline of efficient image analysis and pattern recognition techniques leads to state-of-the-art results at 20 FPS using a single thread on a 1.6GHZ i5-2467M processor.
机译:在过去的十年中,基于面部图像的人口统计资料在计算机视觉领域的重要性日益提高。对于人口统计资料,我们通常是指从面部图像中识别性别,种族和年龄。在本文中,我们提出了一个有效的有效分析框架,并对通过我们的系统获得的结果与其他最近发表的方法在不同年龄,性别和种族的大型面部图像数据集上获得的结果进行了比较,评估了该方法的质量。这些结果表明,精心设计的高效图像分析和模式识别技术流水线如何使用1.6GHZ i5-2467M处理器上的单线程以20 FPS的速度提供最新的结果。

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