Abstract
In this paper, we propose an automatic method to set up a 3D morphable face model. The main idea is to combine the algorithm of Fast-AAM with Thin Plate Splines (TPS) for 3D data alignment. Our method is better than the algorithm of optical flow proposed in [3][5] because it avoids the local minima problem, and also it is better than the adaptive multi-resolution fitting algorithm [8][9] in 3D alignment because it is fully automatic and the latter needs to be manually initialized. Result shows that our method is practicable in speed and accuracy.
This research is supported by the NSF(60171036, 30370392) and the significant technology project(03DZ14015), Shanghai, China
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References
Horn, B.K.P., Schunck, B.G.: Determining Optical Flow. Artificial Intelligence 17, 185–203 (1981)
Bookstein, F.L.: Priniple Warps: Thin-Plate Spline and the Decomposition of Deformation. IEEE trans on PAMI 11(6), 567–585 (1989)
Blanz, V., Vetter, T.: A Morphable Model For the Synthesis Of 3D Faces. In: SIGGRAPH 1999 Conference Proceedings. ACM SIGGRAPH (1999)
Blanz, V., Vetter, T.: Face Recognition Based on Fitting a 3D Morphable Model. IEEE trans. on PAMI (September 2003)
Baker, S., Matthews, I.: Lucas-Kanade 20 years on: A unifying framework. International Journal Of Computer Vision 56(3), 221–255 (2004)
Matthews, I., Baker, S.: Active appearance models revisited. International Journal Of Computer Vision 60(2), 135–164 (2004)
Xu, C., Quan, L., Wang, Y.: Adaptive Multi-resolution Fitting and its Application to Realistic Head Modeling. IEEE Geometric Modeling and Processong, 345–348 (2004)
Yongli, H., Baocai, Y.: Researvh on Key Technology in Construction of a Chinese 3D Face Database.  42(4), 622–628 (2005) ISSN 1000-1239/CN 11-1777/TP
Guohui, J.: Building a 3D Morphable Face Model by Using Thin Plate Splines for Face Reconstruction. In: FGR 2004 (2004)
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Guo, H., Liu, C., Zhang, L. (2005). An Automatic Method of Building 3D Morphable Face Model. In: Li, S.Z., Sun, Z., Tan, T., Pankanti, S., Chollet, G., Zhang, D. (eds) Advances in Biometric Person Authentication. IWBRS 2005. Lecture Notes in Computer Science, vol 3781. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11569947_7
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DOI: https://doi.org/10.1007/11569947_7
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