Surface Comparison with Mass Transportation

We use mass-transportation as a tool to compare surfaces (2-manifolds). In particular, we determine the "similarity" of two given surfaces by solving a mass-transportation problem between their conformal densities. This mass transportation problem differs from the standard case in that we require the solution to be invariant under global M\"obius transformations. Our approach provides a constructive way of defining a metric in the abstract space of simply-connected smooth surfaces with boundary (i.e. surfaces of disk-type); this metric can also be used to define meaningful intrinsic distances between pairs of "patches" in the two surfaces, which allows automatic alignment of the surfaces. We provide numerical experiments on "real-life" surfaces to demonstrate possible applications in natural sciences.

[1]  George S. Springer,et al.  Introduction to Riemann Surfaces , 1959 .

[2]  L. Kantorovitch,et al.  On the Translocation of Masses , 1958 .

[3]  P. Billingsley,et al.  Convergence of Probability Measures , 1969 .

[4]  G. Dziuk Finite Elements for the Beltrami operator on arbitrary surfaces , 1988 .

[5]  A. Schrijver A Course in Combinatorial Optimization , 1990 .

[6]  Ulrich Pinkall,et al.  Computing Discrete Minimal Surfaces and Their Conjugates , 1993, Exp. Math..

[7]  L. R. Scott,et al.  The Mathematical Theory of Finite Element Methods , 1994 .

[8]  Yehoshua Y. Zeevi,et al.  The farthest point strategy for progressive image sampling , 1997, IEEE Trans. Image Process..

[9]  V. Deineko,et al.  The Quadratic Assignment Problem: Theory and Algorithms , 1998 .

[10]  A. Dale,et al.  High‐resolution intersubject averaging and a coordinate system for the cortical surface , 1999, Human brain mapping.

[11]  M. Gromov Metric Structures for Riemannian and Non-Riemannian Spaces , 1999 .

[12]  J L Lancaster,et al.  Automated Talairach Atlas labels for functional brain mapping , 2000, Human brain mapping.

[13]  S. Yau,et al.  Global conformal surface parameterization , 2003 .

[14]  G. Burton TOPICS IN OPTIMAL TRANSPORTATION (Graduate Studies in Mathematics 58) By CÉDRIC VILLANI: 370 pp., US$59.00, ISBN 0-8218-3312-X (American Mathematical Society, Providence, RI, 2003) , 2004 .

[15]  Leonidas J. Guibas,et al.  The Earth Mover's Distance as a Metric for Image Retrieval , 2000, International Journal of Computer Vision.

[16]  Guillermo Sapiro,et al.  A Theoretical and Computational Framework for Isometry Invariant Recognition of Point Cloud Data , 2005, Found. Comput. Math..

[17]  Ron Kimmel,et al.  Generalized multidimensional scaling: A framework for isometry-invariant partial surface matching , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[18]  K. Polthier,et al.  On the convergence of metric and geometric properties of polyhedral surfaces , 2007 .

[19]  Mikael Fortelius,et al.  High-level similarity of dentitions in carnivorans and rodents , 2007, Nature.

[20]  Facundo Mémoli,et al.  Eurographics Symposium on Point-based Graphics (2007) on the Use of Gromov-hausdorff Distances for Shape Comparison , 2022 .

[21]  B. D. Adelstein,et al.  Calculus of Nonrigid Surfaces for Geometry and Texture Manipulation , 2007 .

[22]  Wei Zeng,et al.  3D face matching and registration based on hyperbolic Ricci flow , 2008, 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops.

[23]  T. Funkhouser,et al.  Möbius voting for surface correspondence , 2009, SIGGRAPH 2009.

[24]  Bryan R. Conroy,et al.  Function-based Intersubject Alignment of Human Cortical Anatomy , 2009, Cerebral cortex.

[25]  R. Bass,et al.  Review: P. Billingsley, Convergence of probability measures , 1971 .