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Evaluating the perceptual realism of animated facial expressions

机译:评估动画表情的感知现实性

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The human face is capable of producing an astonishing variety of expressions---expressions for which sometimes the smallest difference changes the perceived meaning considerably. Producing realistic-looking facial animations that are able to transmit this degree of complexity continues to be a challenging research topic in computer graphics. One important question that remains to be answered is: When are facial animations good enough? Here we present an integrated framework in which psychophysical experiments are used in a first step to systematically evaluate the perceptual quality of several different computer-generated animations with respect to real-world video sequences. The first experiment provides an evaluation of several animation techniques, exposing specific animation parameters that are important to achieve perceptual fidelity. In a second experiment, we then use these benchmarked animation techniques in the context of perceptual research in order to systematically investigate the spatiotemporal characteristics of expressions. A third and final experiment uses the quality measures that were developed in the first two experiments to examine the perceptual impact of changing facial features to improve the animation techniques. Using such an integrated approach, we are able to provide important insights into facial expressions for both the perceptual and computer graphics community.
机译:人脸能够产生各种惊人的表情,这些表情有时最小的差异会极大地改变人们的感知含义。产生能够传达这种复杂程度的逼真的面部动画仍然是计算机图形学中一个具有挑战性的研究课题。有待解决的一个重要问题是:面部动画何时足够好?在这里,我们介绍一个集成的框架,其中第一步使用心理物理实验来系统地评估几种不同的计算机生成的动画相对于真实世界视频序列的感知质量。第一个实验提供了对几种动画技术的评估,揭示了对实现感知保真度至关重要的特定动画参数。在第二个实验中,我们然后在感性研究的背景下使用这些基准动画技术,以便系统地研究表达的时空特征。第三个也是最后一个实验使用在前两个实验中开发的质量度量来检查更改面部特征以改善动画技术的感知影响。使用这种集成方法,我们能够为感知和计算机图形社区提供有关面部表情的重要见解。

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