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3D facial expression modeling based on facial landmarks in single image

机译:基于单个图像中的地标的3D面部表情建模

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摘要

Facial expression modeling is important for many applications such as human emotional analysis and facial animation. Generally, facial expression modeling from single 2D facial image is difficult. Different head poses and scales of facial data in images affect the accuracy of the modeling results. We propose a new 3D facial expression modeling method which is based on facial landmarks from single image. Using the facial landmarks, expression modeling can be processed in Kendall shape space. The Kendall shape space is mathematic space, the facial expression modeling process in Kendall shape space can be regarded as a geodesic path search between different faces. The modeling result is more accurate. The 3D facial expression modeling result is convenient to obtain from 2D facial image with different head poses. In experiments, we show the 3D facial expression modeling performance by our method, which include expression editing and evaluation in public facial database: JAFFE, LFW, Helen and RAF-DB. (C) 2019 Elsevier B.V. All rights reserved.
机译:面部表情建模对于许多应用程序都很重要,例如人类情感分析和面部动画。通常,从单个2D面部图像进行面部表情建模很困难。图像中面部数据的不同头部姿势和比例会影响建模结果的准确性。我们提出了一种新的3D面部表情建模方法,该方法基于来自单个图像的面部标志。使用面部标志,可以在Kendall形状空间中处理表情建模。 Kendall形状空间是数学空间,Kendall形状空间中的面部表情建模过程可以看作是不同面孔之间的测地线搜索。建模结果更加准确。从具有不同头部姿势的2D面部图像中方便地获得3D面部表情建模结果。在实验中,我们通过我们的方法展示了3D面部表情建模性能,包括在公共面部数据库JAFFE,LFW,Helen和RAF-DB中进行表情编辑和评估。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2019年第25期|155-167|共13页
  • 作者单位

    Beijing Normal Univ, Coll Informat Sci & Technol, Beijing, Peoples R China|Beijing Normal Univ, Beijing Key Lab Digital Preservat & Virtual Real, Minist Educ, Engn Res Ctr Virtual Real & Applicat, Beijing 100875, Peoples R China;

    Beijing Normal Univ, Coll Informat Sci & Technol, Beijing, Peoples R China|Beijing Normal Univ, Beijing Key Lab Digital Preservat & Virtual Real, Minist Educ, Engn Res Ctr Virtual Real & Applicat, Beijing 100875, Peoples R China;

    Beijing Normal Univ, Coll Informat Sci & Technol, Beijing, Peoples R China|Beijing Normal Univ, Beijing Key Lab Digital Preservat & Virtual Real, Minist Educ, Engn Res Ctr Virtual Real & Applicat, Beijing 100875, Peoples R China;

    Beijing Normal Univ, Coll Informat Sci & Technol, Beijing, Peoples R China|Beijing Normal Univ, Beijing Key Lab Digital Preservat & Virtual Real, Minist Educ, Engn Res Ctr Virtual Real & Applicat, Beijing 100875, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Facial expression modeling; Kendall shape space; Head poses;

    机译:面部表情建模;Kendall形状空间;头部姿势;

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