Improved Interactive method for Reco-Vering 2.5D Models from single Images

In the last years the development of interactive Co mputer-based methods for building virtual and physical 2.5D models from single shaded images face d with an exponential growth. In particular, a wide range of methods based on image processing-based procedures and on Shape From Shading (SFS) can be documented. On the basis of the most f avorable techniques devised in literature, the present work describes an improved interactive meth od capable of retrieving 2.5D models using image shading information. The pro-posed method performs a SFS-based reconstruction where (1) the overall geometry of the expected surface is first recovered and (2) the final 2.5D reconstruction is obtained by minimizing a suitable functional using the rough s urface as an initialization function. The method improves previous interactive works by introducing a novel two-step rough surface recovery and a new definition of a functional to be minimized for solv ing the SFS problem. Tested against a set of case studies the proposed method proves to be effective in providing 2.5D models.

[1]  Lapo Governi,et al.  Improving surface reconstruction in shape from shading using easy-to-set boundary conditions , 2013, Int. J. Comput. Vis. Robotics.

[2]  Ralph R. Martin,et al.  Bas-relief Generation Using Adaptive Histogram Equalisation , 2022 .

[3]  Adam Finkelstein,et al.  Digital bas-relief from 3D scenes , 2007, ACM Trans. Graph..

[4]  E. Rouy,et al.  A viscosity solutions approach to shape-from-shading , 1992 .

[5]  Khairuddin Omar,et al.  3-dimensional Ear Recognition based iterative Closest Point with stochastic Clustering Matching , 2014, J. Comput. Sci..

[6]  Berthold K. P. Horn Height and gradient from shading , 1989, International Journal of Computer Vision.

[7]  Fabio Remondino,et al.  Image‐based 3D Modelling: A Review , 2006 .

[8]  Xing Wang Zhang,et al.  A New Embossing Method for Gray Images Using Kalman Filter , 2010 .

[9]  O. Faugeras,et al.  A VISCOSITY SOLUTION METHOD FOR SHAPE-FROM-SHADING WITHOUT IMAGE BOUNDARY DATA , 2006 .

[10]  Mubarak Shah,et al.  Shape from shading using linear approximation , 1994, Image Vis. Comput..

[11]  Azriel Rosenfeld,et al.  Improved Methods of Estimating Shape from Shading Using the Light Source Coordinate System , 1985, Artif. Intell..

[12]  P. Daniel,et al.  From Deterministic to Stochastic Methods for Shape From Shading , 2000 .

[13]  Fabio Remondino,et al.  IMAGE-BASED 3 D MODELLING : A REVIEW , 2006 .

[14]  Harry Shum,et al.  Interactive normal reconstruction from a single image , 2008, SIGGRAPH Asia '08.

[15]  Alexander Repenning Inflatable Icons: Diffusion-Based Interactive Extrusion of 2D Images into 3D Models , 2005, J. Graph. Tools.

[16]  Alfred M. Bruckstein,et al.  Tracking Level Sets by Level Sets: A Method for Solving the Shape from Shading Problem , 1995, Comput. Vis. Image Underst..

[17]  Hans-Peter Seidel,et al.  Real-time Generation of Digital Bas-Reliefs , 2010 .

[18]  Rama Chellappa,et al.  A Method for Enforcing Integrability in Shape from Shading Algorithms , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[19]  Jean-Denis Durou,et al.  Numerical methods for shape-from-shading: A new survey with benchmarks , 2008, Comput. Vis. Image Underst..

[20]  Andreas Lanitis,et al.  Image Based 3D Face Reconstruction: a Survey , 2009, Int. J. Image Graph..

[21]  Fatimah Khalid,et al.  Shadow Detection using Color and Edge Information , 2013, J. Comput. Sci..

[22]  Satoshi Matsuoka,et al.  Teddy: A Sketching Interface for 3D Freeform Design , 1999, SIGGRAPH Courses.

[23]  Jian Chang,et al.  A review of digital relief generation techniques , 2010, 2010 2nd International Conference on Computer Engineering and Technology.

[24]  R. Pradeep Kumar,et al.  3D Mesh Streaming based on Predictive Modeling , 2012 .

[25]  Monica Carfagni,et al.  Digital Bas-Relief Design: a Novel Shape from Shading-Based Method , 2014 .

[26]  Katsushi Ikeuchi,et al.  Numerical Shape from Shading and Occluding Boundaries , 1981, Artif. Intell..

[27]  Berthold K. P. Horn SHAPE FROM SHADING: A METHOD FOR OBTAINING THE SHAPE OF A SMOOTH OPAQUE OBJECT FROM ONE VIEW , 1970 .

[28]  S. Muruganathan,et al.  Shape Retrieval through Mahalanobis Distance with Shortest Augmenting Path Algorithm , 2014, J. Comput. Sci..