Implicit meshes for modeling and reconstruction

Explicit surfaces, such as triangulations or wireframe models, have been extensively used to represent the deformable 3D models that are used to fit 3D point and 2D silhouette data. The resulting approaches, however, suffer from the fact that fitting typically involves finding the facets that are closest to the 3D data points or most likely to be silhouette facets. This requires searching, which is slow, and dealing with the non-differentiability of the distance function. By contrast, implicit surface representations allow fitting without search, since one can simply evaluate a differentiable field function at every data point. However, implicit representations are not necessarily the most intuitive ones and users, such as graphics designers, tend to prefer explicit models.

[1]  Pascal Fua,et al.  Tracking and Modeling People in Video Sequences , 2001, Comput. Vis. Image Underst..

[2]  Youfu Li,et al.  General constrained deformations based on generalized metaballs , 2000, Comput. Graph..

[3]  Brian Wyvill,et al.  Warping as a modelling tool for CSG/implicit models , 1997, Proceedings of 1997 International Conference on Shape Modeling and Applications.

[4]  Demetri Terzopoulos,et al.  Sampling and reconstruction with adaptive meshes , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[5]  R. Plankers,et al.  Articulated soft objects for video-based body modeling , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[6]  Nadia Magnenat-Thalmann,et al.  Dirichlet free-form deformations and their application to hand simulation , 1997, Proceedings. Computer Animation '97 (Cat. No.97TB100120).

[7]  Jean Ponce,et al.  Using Geometric Distance Fits for 3-D Object Modeling and Recognition , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  R. Sibson A vector identity for the Dirichlet tessellation , 1980, Mathematical Proceedings of the Cambridge Philosophical Society.

[9]  Laurent D. Cohen,et al.  Introducing new deformable surfaces to segment 3D images , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[10]  Ingemar J. Cox,et al.  A maximum-flow formulation of the N-camera stereo correspondence problem , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[11]  Alan H. Barr,et al.  Global and local deformations of solid primitives , 1984, SIGGRAPH.

[12]  Ernest M. Stokely,et al.  Surface Parametrization and Curvature Measurement of Arbitrary 3-D Objects: Five Practical Methods , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[13]  Ioannis A. Kakadiaris,et al.  Model-based estimation of 3D human motion with occlusion based on active multi-viewpoint selection , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[14]  Alex Pentland,et al.  Closed-form solutions for physically-based shape modeling and recognition , 1991, Proceedings. 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[15]  Ioannis A. Kakadiaris,et al.  Model-Based Estimation of 3D Human Motion , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  Pascal Fua,et al.  Regularized Bundle-Adjustment to Model Heads from Image Sequences without Calibration Data , 2000, International Journal of Computer Vision.

[17]  Mathieu Desbrun,et al.  Animating soft substances with implicit surfaces , 1995, SIGGRAPH.

[18]  Frank P. Ferrie,et al.  Recovery of Volumetric Object Descriptions From Laser Rangefinder Images , 1990, ECCV.

[19]  Pascal Fua,et al.  Using Dirichlet Free Form Deformation to Fit Deformable Models to Noisy 3-D Data , 2002, ECCV.

[20]  Thomas W. Sederberg,et al.  Free-form deformation of solid geometric models , 1986, SIGGRAPH.

[21]  James F. Blinn,et al.  A generalization of algebraic surface drawing , 1982, SIGGRAPH.

[22]  Richard Szeliski,et al.  Surface modeling with oriented particle systems , 1992, SIGGRAPH.

[23]  David G. Lowe,et al.  Fitting Parameterized Three-Dimensional Models to Images , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[24]  Richard K. Beatson,et al.  Reconstruction and representation of 3D objects with radial basis functions , 2001, SIGGRAPH.

[25]  James F. O'Brien,et al.  Shape transformation using variational implicit functions , 1999, SIGGRAPH Courses.

[26]  Dimitris N. Metaxas,et al.  Dynamic 3D models with local and global deformations: deformable superquadrics , 1990, [1990] Proceedings Third International Conference on Computer Vision.