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Face to Face: Anthropometry-Based Interactive Face Shape Modeling Using Model Priors

机译:面对面:使用模型先验的基于人体测量学的交互式人脸形状建模

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This paper presents a new anthropometrics-based methodfor generating realistic, controllable face models. Our methodestablishes an intuitive and efficient interface to facilitateprocedures for interactive 3D face modeling and editing. Ittakes 3D face scans as examples in order to exploit the variationspresented in the real faces of individuals. The systemautomatically learns a model prior from the data-setsof example meshes of facial features using principal componentanalysis (PCA) and uses it to regulate the naturalnessof synthesized faces. For each facial feature, we computea set of anthropometric measurements to parameterize theexample meshes into a measurement space. Using PCA coefficientsas a compact shape representation, we formulatethe face modeling problem in a scattered data interpolationframework which takes the user-specified anthropometricparameters as input. Solving the interpolation problemin a reduced subspace allows us to generate a natural faceshape that satisfies the user-specified constraints. At runtime,the new face shape can be generated at an interactiverate. We demonstrate the utility of our method by presentingseveral applications, including analysis of facial featuresof subjects in different race groups, facial feature transfer,and adapting face models to a particular population group.
机译:本文提出了一种新的基于人体测量学的方法,用于生成逼真的,可控的面部模型。我们的方法建立了一个直观而有效的界面,以简化用于交互式3D人脸建模和编辑的过程。以3D面部扫描为例,以利用个人真实面部中呈现的变化。该系统使用主成分分析(PCA)从面部特征示例网格的数据集中自动学习模型,并使用它来调节合成人脸的自然性。对于每个面部特征,我们计算一组人体测量值,以将示例网格参数化到测量空间中。使用PCA系数作为紧凑的形状表示,我们在以用户指定的人体测量参数为输入的分散数据插值框架中制定人脸建模问题。在缩小的子空间中解决插值问题使我们能够生成满足用户指定约束的自然面部形状。在运行时,可以交互方式生成新的脸部形状。我们通过介绍几个应用程序来证明我们方法的实用性,包括分析不同种族组中对象的面部特征,面部特征转移以及使面部模型适应特定人群。

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