TR2006-071

Analysis of Human Faces using a Measurement-Based Skin Reflectance Model


    •  Weyrich, T., Matusik, W., Pfister, H., Bickel, B., Donner, C., Tu, C., McAndless, J., Lee, J., Ngan, A., Jensen, H., Gross, M., "Analysis of Human Faces using a measurement-Based Skin Reflectance Model", ACM Transactions on Graphics (TOG), Vol. 25, No. 3, pp. 1013-1024, July 2006.
      BibTeX TR2006-071 PDF
      • @article{Weyrich2006jul,
      • author = {Weyrich, T. and Matusik, W. and Pfister, H. and Bickel, B. and Donner, C. and Tu, C. and McAndless, J. and Lee, J. and Ngan, A. and Jensen, H. and Gross, M.},
      • title = {Analysis of Human Faces using a measurement-Based Skin Reflectance Model},
      • journal = {ACM Transactions on Graphics (TOG)},
      • year = 2006,
      • volume = 25,
      • number = 3,
      • pages = {1013--1024},
      • month = jul,
      • issn = {0730-0301},
      • url = {https://www.merl.com/publications/TR2006-071}
      • }
  • Research Area:

    Computer Vision

Abstract:

We have measured 3D face geometry, skin reflectance, and subsurface scattering using custom-built devices for 149 subjects of varying age, gender and race. We developed a novel skin reflectance model whose parameters can be estimated from measurements. The model decomposes the large amount of measured skin data into a spatially-varying analytic BRDF, a diffuse albedo map, and diffuse subsurface scattering. Our model is intuitive, physically plausible, and - since we do not use the original measured data - easy to edit as well. High-quality renderings come close to reproducing real photographs. The analysis of the model parameters for our sample population reveals variations according to subject age, gender skin type, and external factors (e.g., sweat, cold or makeup). Using our statistics, a user can edit the overall appearance of a face (e.g., changing skin type and age) or change small-scale features using texture synthesis (e.g., adding moles and freckles). We are making the collected statistics publicaly available to the research community for applications in face synthesis and analysis.

 

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    •  NEWS    ACM Transactions on Graphics (TOG): 7 publications by Amit Agrawal, Ramesh Raskar and others
      Date: July 15, 2006
      Where: ACM Transactions on Graphics (TOG)
      Research Area: Computer Vision
      Brief
      • The articles "Coded Exposure Photography: Motion Deblurring Using Fluttered Shutter" by Raskar, R., Agrawal, A. and Tumblin, J., "Fast Separation of Direct and Global Components of a Scene Using High Frequency Illumination" by Nayar, S.K., Krishnan, G., Grossberg, M.D. and Raskar, R., "Analysis of Human Faces using a measurement-Based Skin Reflectance Model" by Weyrich, T., Matusik, W., Pfister, H., Bickel, B., Donner, C., Tu, C., McAndless, J., Lee, J., Ngan, A., Jensen, H. and Gross, M., "Inverse Shade Trees for Non-Parametric Material Representation and Editing" by Lawrence, J., Ben-Artzi, A., DeCoro, C., Matusik, W., Pfister, H., Ramamoorthi, R. and Rusinkiewicz, S., "A Compact Factored Representation of Heterogeneous Subsurface Scattering" by Peers, P., Berge, K., Matusik, W., Ramamoorthi, R., Lawrence, J., Rusinkiewicz, S. and Dutre, P., "Time-Varying Surface Appearance: Acquisition, Modeling and Rendering" by Gu, J., Tu, C., Ramamoorthi, R., Belhumeur, P., Matusik, W. and Nayar, S. and "A Statistical Model for Synthesis of Detailed Facial Geometry" by Golovinskiy, A., Matusik, W., Pfister, H., Rusinkiewicz, S. and Funkhouser, T. were published in ACM Transactions on Graphics (TOG).
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