Measuring changes in face appearance through aging

M. Ortega, L. Brodo, M. Bicego, M. Tistarelli
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引用次数: 6

Abstract

Facial aging has been only partially studied in the past and mostly in a qualitative way. This paper presents a novel approach to the estimation of facial aging aimed to the quantitative evaluation of the changes in facial appearance over time. In particular, the changes both in face shape and texture, due to short-time aging, are considered. The developed framework exploits the concept of “distinctiveness” of facial features and the temporal evolution of such measure. The analysis is performed both at a global and local level to define the features which are more stable over time. Several experiments are performed on publicly available databases with image sequences densely sampled over a time span of several years. The reported results clearly show the potential of the methodology to a number of applications in biometric identification from human faces.
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通过衰老测量面部外观的变化
过去对面部衰老的研究只是部分的,而且大多是定性的。本文提出了一种新的面部老化估计方法,旨在定量评估面部外观随时间的变化。特别是考虑了由于短时间老化而引起的脸型和质地的变化。开发的框架利用了面部特征的“独特性”概念和这种测量的时间演变。分析在全局和局部级别执行,以定义随时间推移更稳定的特征。几个实验进行了公开可用的数据库与图像序列密集采样的时间跨度几年。报告的结果清楚地显示了该方法在人脸生物识别方面的许多应用的潜力。
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