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An Automatic Landmark Localization Method for 2D and 3D Face

机译:2D和3D人脸的自动地标定位方法

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We propose an automatically and accurately facial landmark localization algorithm based on Active Shape Model (ASM) and Gabor Wavelets Transformation (GWT), which can be applied to both 2D and 3D facial data. First, ASM is implemented to acquire landmarks' coarse areas. Then similarity maps are obtained by calculating the similarity between sets of Gabor jets at initial coarse positions and sets of Gabor bunches modeled by its corresponding manually marked landmarks in the training set. The point with the maximum value in each similarity map is extracted as its final facial landmark location. It is showed in our laboratory databases and FRGC v2.0 that the algorithm could achieve accurate localization of facial landmarks with state-of-the-art accuracy and robustness.
机译:我们提出了一种基于活动形状模型(ASM)和Gabor小波变换(GWT)的自动且准确的人脸界标定位算法,该算法可应用于2D和3D人脸数据。首先,实施ASM以获取地标的粗糙区域。然后,通过计算初始粗略位置处的Gabor射流组与通过训练集中其对应的手动标记地标建模的Gabor束组之间的相似度来获得相似度图。提取每个相似图中具有最大值的点作为其最终的面部界标位置。在我们的实验室数据库和FRGC v2.0中表明,该算法可以以最先进的准确性和鲁棒性实现面部标志的精确定位。

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