Abstract
This paper presents a novel data-driven method for creating realistic face models based on estimated high-level feature control models. Our method takes as examples 3D face scans. By bringing scanned models into full correspondence with a model fitting approach, we apply principal component analysis (PCA) to the exemplar shapes of each facial feature to build a shape space. We compute a set of face anthropometric measurements to parameterize example feature shapes in the measurement spaces. Using the PCA coefficients as a compact shape representation, we approach the shape synthesis problem by forming scattered data interpolation functions that are devoted to the generation of desired shape by taking the anthropometric parameters as input. The correspondence among all exemplar textures is obtained by parameterizing a 3D generic mesh over a 2D image domain. The new feature texture with desired attributes is synthesized by interpolating the example textures.
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References
Blanz, V., Albrecht, I., Haber, J., Seidel, H.-P.: Creating face models from vague mental images. In: Proc. Eurographics’06, pp. 645–654 (2006)
Blanz, V., Vetter, T.: A morphable model for the synthesis of 3D faces. In: Proc. SIGGRAPH’99, pp. 187–194 ( August 1999)
Carr, J.C., Beatson, R.K., Cherrie, J.B., Mitchell, T.J., Fright, W.R., Mccallum, B.C., Evans, T.R.: Reconstruction and representation of 3d objects with radial basis functions. In: Proc. SIGGRAPH’01, pp. 67–76 (August 2001)
Chen, T.-P.G., Fels, S.: Exploring gradient-based face navigation interfaces. In: Proc. Graphics Interface 2004, pp. 65–72 (2004)
Cootes, T.F., Taylor, C.J., Cooper, D.H., Graham, J.: Active shape models: Their training and applications. Computer Vision and Image Understanding 16(1), 38–59 (1995)
De Carlo, D., Metaxas, D., Stone, M.: An anthropometric face model using variational techniques. In: Proc. SIGGRAPH’98, pp. 67–74 (July 1998)
Farkas, L.G.: Anthropometry of the Head and Face. Raven Press (1994)
Golovinskiy, A., Matusik, W., Pfister, H., Rusinkiewicz, S., Funkhouser, T.: A statistical model for synthesis of detailed facial geometry. In: Proc. SIGGRAPH’06, pp. 1025–1034 (August 2006)
Guskov, I., Vidimce, K., Sweldens, W., Schröder, P.: Normal meshes. In: Proc. SIGGRAPH’00, pp. 95–102 (July 2000)
Kähler, K., Haber, J., Yamauchi, H., Seidel, H.-P.: Head shop: Generating animated head models with anatomical structure. In: Proc. ACM SIGGRAPH Symp. on Comput. Anim., pp. 55–64 (2002)
Lee, W.S., Magnenat-Thalmann, N.: Fast head modeling for animation. Journal Image and Vision Computing 18(4), 355–364 (2000)
Liu, Z., Zhang, Z., Jacobs, C., Cohen, M.: Rapid modeling of animated faces from video. Journal of Visualization and Computer Animation 12(4), 227–240 (2001)
Loop, C.: Smooth subdivision surfaces based on triangles. Master’s thesis, University of Utah, Salt Lake City (1987)
Magnenat-Thalmann, N., Minh, H., deAngelis, M., Thalmann, D.: Design, transformation and animation of human faces. The Visual Computer 5, 32–39 (1989)
Park, I.K., Zhang, H., Vezhnevets, V., Choh, H.K.: Image-based photorealistic 3D face modeling. In: Proc. IEEE Automatic Face and Gesture Recognition, pp. 49–54 (2004)
Parke, F.I., Waters, K.: Computer Facial Animation. AK Peters, Wellesley, MA (1996)
Parke, F.I.: Parameterized models for facial animation. IEEE Computer Graphics and Application 2(9), 61–68 (1982)
Patel, M., Willis, P.: FACES: the facial animation, construction and editing system. In: Eurographics’91, pp. 33–45 (1991)
Pighin, F., Hecker, J., Lischinski, D., Szeliski, R., Salesin, D.H.: Synthesizing realistic facial expressions from photographs. In: Proc. SIGGRAPH’98, pp. 75–84 (July 1998)
USF DARPA HumanID 3D Face Database, Courtesy of Prof. Sudeep Sarkar, University of South Florida, Tampa, FL
Vlasic, D., Brand, M., Pfister, H., Popovic, J.: Face transfer with multilinear models. In: Proc. SIGGRAPH’05, pp. 426–433 (August 2005)
Young, A., Hay, D.: Configurational information in face perception. Experimental Psychology Society (January 1986)
Zhang, Y.: An efficient texture generation technique for human head cloning and morphing. In: Proc. International Conference on Computer Graphics Theory and Applications, pp. 267–278 ( February 2006)
Zhang, Y., Prakash, E.C., Sung, E.: Efficient modeling of an anatomy-based face and fast 3D facial expression synthesis. Computer Graphics Forum 22(2), 159–169 (2003)
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Zhang, Y. (2007). Data-Driven Feature Control Models for Creating Virtual Faces. In: Gervasi, O., Gavrilova, M.L. (eds) Computational Science and Its Applications – ICCSA 2007. ICCSA 2007. Lecture Notes in Computer Science, vol 4706. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74477-1_57
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DOI: https://doi.org/10.1007/978-3-540-74477-1_57
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