Abstract
Digital Image Correlation (DIC) is a widely used technique in the optics and mechanics fields for shape and deformation measurements. However, it is normally not used to measure the 3D shapes of human faces because of the requirement of speckle-pattern fabrication. In this paper, we demonstrate that the 3D DIC can be employed to reconstruct 3D images of human faces without using active speckle patterns either projected or fabricated on the faces. The technique involves a combination of the 3D DIC algorithm and the scale-invariant feature transform (SIFT) algorithm.
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References
Garcia E, Dugelay J-L (2001) Low cost 3D face acquisition and modeling. In: International conference on information technology: coding and computing, Las Vegas, NV, pp 657–661
Bradley D, Heidrich W, Popa T, Sheffer A (2010) High resolution passive facial performance capture. In: ACM transaction on graphics (Proceedings of SIGGRAPH). ACM, New York, p 41
Hossain MS, Akbar M, Starkey JD (2013) Inexpensive construction of a 3D face model from stereo images. In: The third international conference on communications and information technology (ICCIT)
Zhang L, Snavely N, Curless B, Seitz SM (2004) Spacetimefaces: high resolution capture for modeling and animation. In: ACM transaction on graphics (Proceedings of SIGGRAPH), pp 548–558
Wang Y, Huang X, Lee C-S, Zhang S, Li Z, Samaras D, Metaxas D, Elgammal A, Huang P (2004) High resolution acquisition, learning and transfer of dynamic 3-D facial expressions. In: Computer graphics forum, pp 677–686
Furukawa Y, Ponce J (2009) Dense 3D motion capture for human faces. In: 2009 IEEE conference on computer vision and pattern recognition
Bickel B, Botsch M, Angst R, Matusik W, Otaduy M, Pfister H, Gross M (2007) Multi-scale capture of facial geometry and motion. In: ACM transaction on graphics (Proceedings of SIGGRAPH), New York, p 33
Ma W-C, Jones A, Chiang J-Y, Hawkins T, Frederiksen S, Peers P, Vukovic M, Ouhyoung M, Debevec B (2008) Facial performance synthesis using deformation-driven polynomial displacement maps. ACM Trans Graph (Proc SIGGRAPH Asia) 27(5):121
Pan B, Xie H, Yang L, Wang Z (2009) Accurate measurement of satellite antenna surface using 3D digital image correlation technique. Strain 45(2):194–200
Vo M, Wang Z, Luu L, Ma J (2011) Advanced geometric camera calibration for machine vision. Opt Eng 50:110503
Wang Z, Vo M, Kieu H, Pan T (2014) Automated fast initial guess in digital image correlation. Strain 50(1):28–36
Lowe D (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60:91–110
Muja M, Lowe DG (2009) Fast approximate nearest neighbors with automatic algorithm configuration. In: VISAPP international conference on computer vision theory and applications
Pan B, Qian K, Xie H, Asundi A (2009) Two-dimensional digital image correlation for in-plane displacement and strain measurement: a review. Meas Sci Technol 20:062001
Pan B, Xie H, Wang Z (2010) Equivalence of digital image correlation criteria for pattern matching. Appl Opt 49:5501–5509
Lourakis MIA, Argyros AA (2005) Is Levenberg-Marquardt the most efficient optimization algorithm for implementing bundle adjustment? In: tenth IEEE international conference on computer vision (ICCV), p 2
Luu L, Wang Z, Vo M, Hoang T, Ma J (2010) Accuracy enhancement of digital image correlation with B-spline interpolation. Opt Lett 36(16):3070–3072
Kieu H, Pan T, Wang Z, Le M, Nguyen H, Vo M (2014) Accurate 3D shape measurement of multiple separate objects with stereo vision. Meas Sci Technol 25(3), 035401
Wang Z, Hoang T, Nguyen D, Urcinas A, Magro J (2010) High-speed digital image correlation method: comment. Opt Lett 35(17):2891
Hu Z, Xie H, Lu J, Wang H, Zhu J (2011) Error evaluation technique for three-dimensional digital image correlation. Appl Opt 50:6239–6247
Vo M, Wang Z, Pan B, Pan T (2012) Hyper-accurate flexible calibration technique for fringe-projection-based three-dimensional imaging. Opt Express 20(15):16926–16941
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© 2015 The Society for Experimental Mechanics, Inc.
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Kieu, H., Wang, Z., Le, M., Nguyen, H. (2015). Passive 3D Face Reconstruction with 3D Digital Image Correlation. In: Jin, H., Sciammarella, C., Yoshida, S., Lamberti, L. (eds) Advancement of Optical Methods in Experimental Mechanics, Volume 3. Conference Proceedings of the Society for Experimental Mechanics Series. Springer, Cham. https://doi.org/10.1007/978-3-319-06986-9_49
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DOI: https://doi.org/10.1007/978-3-319-06986-9_49
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