Abstract
Many real objects, such as faces, sculptures, or low-reliefs are composed of many detailed parts that can not be easily modeled by an artist nor by 3D scanning. In this paper, we propose a new shape from shading (SfS) approach to rapidly model details of these objects such as wrinkles and reliefs of surfaces from one photograph. The method first determines the surface’s flat areas in the photograph. Then, it constructs a graph of relative altitudes between each of these flat areas. We circumvent the ill-posed problem of shape from shading by having the user set if some of these flat areas are a local maximum or a local minimum; additional points can be added by the user (e.g. at discontinuous creases) – this is the only user input. We use an intuitive mass-spring based minimization to determine the final position of these flat areas and a fast-marching method to generate the surface. This process can be iterated until the user is satisfied with the resulting surface. We illustrate our approach on real faces and low-relief photographs.
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Durou, J.D., Mascarilla, L., Piau, D.: Non-Visible Deformations. In: Del Bimbo, A. (ed.) ICIAP 1997. LNCS, vol. 1311, Springer, Heidelberg (1997)
Prados, E., Faugeras, O.: Shape from shading: a well-posed problem? In: CVPR 2005. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 870–877. IEEE, Los Alamitos (2005)
Courteille, F., Durou, J.D., Morin, G.: A global solution to the sfs problem using b-spline and simulated annealing. In: ICPR (2006)
Sethian, J.A: A Fast Marching Level Set Method for Monotonically Advancing Fronts. Proceedings of the National Academy of Sciences of the United States of America 93(4), 1591–1595 (1996)
Kimmel, R., Sethian, J.A.: Optimal Algorithm for Shape from Shading and Path Planning. Journal of Mathematical Imaging and Vision 14(3), 237–244 (2001)
Hoiem, D., Efros, A.A., Hebert, M.: Automatic photo pop-up. In: SIGGRAPH 2005. ACM SIGGRAPH 2005 Papers, pp. 577–584. ACM Press, New York (2005)
Kozera, R.: An overview of the shape from shading problem. Machine Graphics and Vision (1998)
Zhang, R., Tsai, P.S., Cryer, J.E., Shah, M.: Shape from Shading: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence 21(8), 690–706 (1999)
Durou, J.D., Falcone, M., Sagona, M.: A Survey of Numerical Methods for Shape from Shading. Rapport de Recherche 2004-2-R, Institut de Recherche en Informatique de Toulouse, Toulouse, France (2004)
Courteille, F., Crouzil, A., Durou, J.D., Gurdjos, P.: Shape from shading for the digitization of curved documents. Machine Vision and Applications (2006)
Prados, E., Camilli, F., Faugeras, O.: A unifying and rigorous shape from shading method adapted to realistic data and applications. Journal of Mathematical Imaging and Vision 25(3), 307–328 (2006)
Zhu, Q., Shi, J.: Shape from shading: Recognizing the mountains through a global view. In: CVPR 2006. Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE Computer Society Press, Los Alamitos (2006)
Zeng, G., Matsushita, Y., Quan, L., Shum, H.Y.: Interactive Shape from Shading. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, vol. I, pp. 343–350. IEEE Computer Society Press, Los Alamitos (2005)
Funt, B.V., Drew, M.S., Brockington, M.: Recovering shading from color images. In: Sandini, G. (ed.) ECCV 1992. LNCS, vol. 588, pp. 124–132. Springer, Heidelberg (1992)
Tappen, M.F.: Recovering intrinsic images from a single image. IEEE Trans. Pattern Anal. Mach. Intell 27(9), 1459–1472 (2005)
Ho, J., Lim, J., Yang, M.H.: Integrating Surface Normal Vectors Using Fast Marching Method. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3953, pp. 239–250. Springer, Heidelberg (2006)
Prim, R.C.: Shortest connection networks and some generalizations. Bell Syst. Tech. J. 36, 1389–1401 (1957)
Desbrun, M., Schröder, P., Barr, A.: Interactive animation of structured deformable objects. Graphics Interface, 1–8 (1999)
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Meyer, A., Briceño, H.M., Bouakaz, S. (2007). User-Guided Shape from Shading to Reconstruct Fine Details from a Single Photograph. In: Yagi, Y., Kang, S.B., Kweon, I.S., Zha, H. (eds) Computer Vision – ACCV 2007. ACCV 2007. Lecture Notes in Computer Science, vol 4843. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-76386-4_70
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DOI: https://doi.org/10.1007/978-3-540-76386-4_70
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