基于人脸图像的年龄和性别估计

H. Fukai, H. Takimoto, Y. Mitsukura, M. Fukumi
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引用次数: 8

摘要

本文提出了基于各种特征的年龄和性别估计系统。年龄和性别有很多特点。这些特征是人类交往中较为困难的认知过程之一。如果我们能够提取这一认知过程的重要特征,可以认为机器对年龄和性别的估计是可能的。因此,我们提出了一种基于人脸图像的年龄和性别特征提取与估计方法。在本文中,人脸的年龄是指基于人类年龄感知的明显年龄。此外,人的年龄和性别差异也表现在脸上。例如,色斑、皱纹、皮肤松弛、皮肤的形状、颜色等等。因此,我们提取这几个特征用于年龄和性别估计。此外,我们使用神经网络(NN)估计连续的年龄和性别。
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Age and gender estimation by using facial image
In this paper, we propose age and gender estimation system by vairous features. Age and gender has a lot of characteristics. These characteristics are one of the difficult cognitive process in human interaction. If we can extract the important feature of this cognitive process, it is considered that the age and gender estimation by the machine becomes possible. Therefore, we propose a method of age and gender feature extraction and estimation using the face image. In this paper, the age of the face means apparent-age that is based on the human perception of age. Moreover, person's aging and gender difference appear in the faces. For example, the pigmented spot, the wrinkle, sagging skin, shape, color of skin, and so on. Thus, we extract these several features for age and gender estimation. Furthermore, we estimate a continuous age and gender using a neural network (NN).
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