A statistical model for synthesis of detailed facial geometry

Aleksey Golovinskiy, Wojciech Matusik, Hanspeter Pfister, Szymon Rusinkiewicz, Thomas Funkhouser

Research output: Chapter in Book/Report/Conference proceedingConference contribution

43 Scopus citations

Abstract

Detailed surface geometry contributes greatly to the visual realism of 3D face models. However, acquiring high-resolution face geometry is often tedious and expensive. Consequently, most face models used in games, virtual reality, or computer vision look unrealistically smooth. In this paper, we introduce a new statistical technique for the analysis and synthesis of small three-dimensional facial features, such as wrinkles and pores. We acquire high-resolution face geometry for people across a wide range of ages, genders, and races. For each scan, we separate the skin surface details from a smooth base mesh using displaced subdivision surfaces. Then, we analyze the resulting displacement maps using the texture analysis/synthesis framework of Heeger and Bergen, adapted to capture statistics that vary spatially across a face. Finally, we use the extracted statistics to synthesize plausible detail on face meshes of arbitrary subjects. We demonstrate the effectiveness of this method in several applications, including analysis of facial texture in subjects with different ages and genders, interpolation between high-resolution face scans, adding detail to low-resolution face scans, and adjusting the apparent age of faces. In all cases, we are able to re-produce fine geometric details consistent with those observed in high resolution scans.

Original languageEnglish (US)
Title of host publicationACM SIGGRAPH 2006 Papers, SIGGRAPH '06
Pages1025-1034
Number of pages10
DOIs
StatePublished - Dec 1 2006
EventACM SIGGRAPH 2006 Papers, SIGGRAPH '06 - Boston, MA, United States
Duration: Jul 30 2006Aug 3 2006

Publication series

NameACM SIGGRAPH 2006 Papers, SIGGRAPH '06

Other

OtherACM SIGGRAPH 2006 Papers, SIGGRAPH '06
CountryUnited States
CityBoston, MA
Period7/30/068/3/06

All Science Journal Classification (ASJC) codes

  • Computer Graphics and Computer-Aided Design
  • Computer Vision and Pattern Recognition
  • Software

Keywords

  • face modeling
  • texture synthesis

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    Golovinskiy, A., Matusik, W., Pfister, H., Rusinkiewicz, S., & Funkhouser, T. (2006). A statistical model for synthesis of detailed facial geometry. In ACM SIGGRAPH 2006 Papers, SIGGRAPH '06 (pp. 1025-1034). (ACM SIGGRAPH 2006 Papers, SIGGRAPH '06). https://doi.org/10.1145/1179352.1141988