Incorporating Differential Constraints in a 3D Reconstruction Process. Application to Stereo
Author(s) -
Richard Lengagne,
Pascal Fua
Publication year - 2001
Language(s) - English
DOI - 10.1109/iccv.2001.10066
We propose to incorporate a priori geometric constraints in a 3-0 stereo reconstruction scheme to cope with the many cases where image information alone is not suficient to accurately recover 3-0 shape. Our approach is based on the iterative deformation of a 3-0 surface mesh to minimize an objective function. We show that combining anisotropic meshing with a nonquadratic approach to regularization enables us to obtain satisfactory reconstruction results using triangulations with few vertices. Structural o r numerical constraints can then be added locally to the reconstruction process through a constrained optimization scheme. They improve the reconstruction results and enforce their consistency with a priori knowledge about object shape. The strong description and modeling properties of differential features make them useful tools that can be efficiently used as constraints for 3-0 recon-
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