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Facial expressional image synthesis controlled by emotional parameters

机译:情绪参数控制的面部表情图像合成

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摘要

Facial expressional image synthesis is an important technique in human-computer interaction, but it is also a difficult task, especially to make various realistic expressive face images with a flexible control mechanism. In this paper, a novel parameter driven method of synthesizing realistic comprehensive expressional image is proposed. In this method a kernel-based bi-factor factorization model is adopted to decompose two influence factors, identity and expression, and their interaction from a small training database. Therefore the facial expressional images in the training database can be covered by corresponding identity and expression vectors and their interaction matrix. Comprehensive expression image can be manipulated by means of linear combination of these basis expression vectors in a flexible manner. In order to make this trained model be capable of producing realistic expressional images of any person outside the training set, expression ratio image (ERI) and relative shape description are joined into our model to enhance the expressive power of our method. Experimental results show that realistic facial expressional image can be synthesized successfully from only one picture of someone who is quite different from persons in the training database, and controlled by a parameter vector efficiently and effectively.
机译:面部表情图像合成是人机交互中的一项重要技术,但这也是一项艰巨的任务,尤其是要通过灵活的控制机制制作各种逼真的表情面部图像。本文提出了一种新颖的参数驱动的合成真实的综合表现图像的方法。在这种方法中,采用基于内核的双因子分解模型,从一个小的训练数据库中分解两个影响因子,同一性和表达,以及它们之间的相互作用。因此,训练数据库中的面部表情图像可以被相应的身份和表情向量及其交互矩阵所覆盖。可以通过这些基本表达载体的线性组合灵活地操作综合表达图像。为了使该训练后的模型能够生成训练集之外的任何人的逼真的表达图像,将表达比例图像(ERI)和相对形状描述结合到我们的模型中以增强我们方法的表达能力。实验结果表明,仅从与训练数据库中的人完全不同的人的一张图片就可以成功地合成真实的面部表情图像,并且可以由参数向量有效且有效地对其进行控制。

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