Single View Reconstruction of Curved Surfaces

Recent advances in single-view reconstruction (SVR) have been in modelling power (curved 2.5D surfaces) and automation (automatic photo pop-up). We extend SVR along both of these directions. We increase modelling power in several ways: (i) We represent general 3D surfaces, rather than 2.5D Monge patches; (ii) We describe a closed-form method to reconstruct a smooth surface from its image apparent contour, including multilocal singularities ("kidney-bean" self-occlusions); (iii) We show how to incorporate user-specified data such as surface normals, interpolation and approximation constraints; (iv) We show how this algorithm can be adapted to deal with surfaces of arbitrary genus. We also show how the modelling process can be automated for simple object shapes and views, using a-priori object class information. We demonstrate these advances on natural images drawn from a number of object classes.

[1]  Andrew Zisserman,et al.  OBJ CUT , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[2]  Demetri Terzopoulos,et al.  Symmetry-seeking models and 3D object reconstruction , 1988, International Journal of Computer Vision.

[3]  Li Zhang,et al.  Single view modeling of free-form scenes , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[4]  Steven J. Gortler,et al.  Geometry images , 2002, SIGGRAPH.

[5]  Stephen J. Maybank,et al.  A Method for Interactive 3D Reconstruction of Piecewise Planar Objects from Single Images , 1999, BMVC.

[6]  K. Grauman and G. Shakhnarovich and T. Darrell Virtual Visual Hulls: Example-Based 3D Shape Inference from a Single Silhouette , 2004 .

[7]  Trevor Darrell,et al.  Virtual Visual Hulls: Example-Based 3D Shape Inference from Silhouettes , 2004, ECCV Workshop SMVP.

[8]  Olivier D. Faugeras,et al.  Complete Dense Stereovision Using Level Set Methods , 1998, ECCV.

[9]  Eric L. W. Grimson,et al.  From Images to Surfaces: A Computational Study of the Human Early Visual System , 1981 .

[10]  Sami Romdhani,et al.  Estimating 3D shape and texture using pixel intensity, edges, specular highlights, texture constraints and a prior , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[11]  Alexei A. Efros,et al.  Automatic photo pop-up , 2005, SIGGRAPH 2005.

[12]  Andrew W. Fitzgibbon,et al.  Fast and Controllable 3D Modelling From Silhouettes , 2005, Eurographics.

[13]  Ian D. Reid,et al.  Single View Metrology , 2000, International Journal of Computer Vision.

[14]  Andrew Blake,et al.  "GrabCut" , 2004, ACM Trans. Graph..

[15]  Ken-ichi Anjyo,et al.  Tour into the picture: using a spidery mesh interface to make animation from a single image , 1997, SIGGRAPH.

[16]  Jan J. Koenderink,et al.  Solid shape , 1990 .

[17]  Steven M. Seitz,et al.  Single-view modelling of free-form scenes , 2002, Comput. Animat. Virtual Worlds.