Two-Dimensional Discrete Morphing

In this article we present an algorithm for discrete object deformation. This algorithm is a first step for computing an average shape between two discrete objects and may be used for building a statistical atlas of shapes. The method we develop is based on discrete operators and works only on digital data. We do not compute continuous approximations of objects so that we have neither approximations nor interpolation errors. The first step of our method performs a rigid transformation that aligns the shapes as best as possible and decreases geometrical differences between them. The next step consists in searching the progressive transformations of one object toward the other one, that iteratively adds or suppresses pixels. These operations are based on geodesic distance transformation and lead to an optimal (linear) algorithm.

[1]  Laurent Desbat,et al.  Integrated Approach for Matching Statistical Shape Models with Intra-operative 2D and 3D Data , 2002, MICCAI.

[2]  Marcin Iwanowski Image Morphing Based on Morphological Interpolation Combined with Linear Filtering , 2002, WSCG.

[3]  Mark A. Ganter,et al.  Skeleton-based three-dimensional geometric morphing , 2000, Comput. Geom..

[4]  Gilles Bertrand,et al.  A Boolean characterization of three-dimensional simple points , 1996, Pattern Recognition Letters.

[5]  Alan Liu,et al.  3D/2D Registration via Skeletal Near Projective Invariance in Tubular Objects , 1998, MICCAI.

[6]  Gunilla Borgefors,et al.  Hierarchical Chamfer Matching: A Parametric Edge Matching Algorithm , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  A. ROSENFELD,et al.  Distance functions on digital pictures , 1968, Pattern Recognit..

[8]  Robert J. Maciunas,et al.  Registration of head CT images to physical space using multiple geometrical features , 1998, Medical Imaging.

[9]  George Wolberg,et al.  Digital image warping , 1990 .

[10]  N. Ayache,et al.  Multimodal Image Registration by Maximization of the Correlation Ratio , 1998 .

[11]  William M. Wells,et al.  Medical Image Computing and Computer-Assisted Intervention — MICCAI’98 , 1998, Lecture Notes in Computer Science.

[12]  Laure Tougne,et al.  2D and 3D visibility in discrete geometry: an application to discrete geodesic paths , 2004, Pattern Recognit. Lett..

[13]  Paul A. Viola,et al.  Multi-modal volume registration by maximization of mutual information , 1996, Medical Image Anal..