articleACM Transactions on GraphicsNov 20, 2017Closed access

Learning a model of facial shape and expression from 4D scans

Intelligent Systems Research (United States) · Max Planck Institute for Intelligent Systems · +2 more institutions

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Abstract

The field of 3D face modeling has a large gap between high-end and low-end methods. At the high end, the best facial animation is indistinguishable from real humans, but this comes at the cost of extensive manual labor. At the low end, face capture from consumer depth sensors relies on 3D face models that are not expressive enough to capture the variability in natural facial shape and expression. We seek a middle ground by learning a facial model from thousands of accurately aligned 3D scans. Our FLAME model (Faces Learned with an Articulated Model and Expressions) is designed to work with existing graphics software and be easy to fit to data. FLAME uses a linear shape space trained from 3800 scans of human…

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1,132
total citations
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13.59
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100%
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68
Citations per year

Authors

5

Topics & keywords

Keywords
  • Computer science
  • Artificial intelligence
  • Face (sociological concept)
  • Computer vision
  • Computer facial animation
  • Facial expression
  • Motion capture
  • Animation
UN Sustainable Development Goals
  • Decent work and economic growth
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