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Action unit detection in 3D facial videos with application in facial expression retrieval and recognition

机译:3D面部视频中的动作单元检测及其在面部表情检索和识别中的应用

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摘要

This work introduces a new scheme for action unit detection in 3D facial videos. Sets of features that define action unit activation in a robust manner are proposed. These features are computed based on eight detected facial landmarks on each facial mesh that involve angles, areas and distances. Support vector machine classifiers are then trained using the above features in order to perform action unit detection. The proposed AU detection scheme is used in a dynamic 3D facial expression retrieval and recognition pipeline, highlighting the most important AU s, in terms of providing facial expression information, and at the same time, resulting in better performance than state-of-the-art methodologies.
机译:这项工作介绍了一种用于3D面部视频中的动作单元检测的新方案。提出了以鲁棒的方式定义动作单元激活的功能集。这些特征是根据每个面部网格上检测到的涉及角度,面积和距离的八个面部标志来计算的。然后,使用上述功能对支持向量机分类器进行训练,以执行动作单位检测。所提出的AU检测方案用于动态3D面部表情检索和识别管道中,在提供面部表情信息方面突出显示了最重要的AU,同时,其效果比当前状态更好。艺术方法论。

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