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Fast head pose estimations under different lighting conditions

机译:在不同光照条件下的快速头部姿势估计

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摘要

Most of the facial animation applications, such as automatic face detection, recognition, and tracking are sensitive to the different lighting conditions and complicated background environment, especially for accurate expression analysis in virtual conferencing system. The main work in this research is to detect the faces under these complex situations and reduce the influence of different lighting. In addition, the pose estimation is the bottleneck of the whole framework, the speed of which is to be improved. An adaptive skin color model, scanning over the downsampled skin map, a modified mean shift algorithm and a new skin mask are used to refine and speed up the head tracking procedure. The lighting distribution is estimated by a second order function, and the lighting effect is compensated. Finally, we modify the good feature selection algorithm to the texture map to pick out the features, and then perform the analysis-by-synthesis pose estimation with the texture map of good features to speed up without losing accuracy
机译:大多数面部动画应用程序(例如自动面部检测,识别和跟踪)都对不同的光照条件和复杂的背景环境敏感,尤其是对于虚拟会议系统中的准确表情分析而言。这项研究的主要工作是在这些复杂情况下检测人脸并减少不同照明的影响。另外,姿势估计是整个框架的瓶颈,其速度有待提高。自适应皮肤颜色模型,在降采样的皮肤图上扫描,改进的均值漂移算法和新的皮肤蒙版用于完善和加快头部跟踪过程。通过二阶函数估算照明分布,并补偿照明效果。最后,我们将良好的特征选择算法修改为纹理图,以挑选出特征,然后对具有良好特征的纹理图进行综合分析姿势估计,以在不损失准确性的情况下加快速度

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