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  • Foreword


  • Preface
    Intended use - Features - Synopsis - How to use this book - Acknowledgement - Feedback and support


  • Introduction
    Similarity of non-rigid shapes - Correspondence problems - A landscape of problems


  • A Taste of Geometry
    Basic terms in metric geometry and topology - Isometries - Length spaces - Manifolds - Embedded surfaces - Intrinsic view on geometry of surfaces - Bending and rigidity - Intrinsic invariants


  • Discrete Geometry
    Point clouds and sampling - Farthest point sampling - Voronoi tessellation - Centroidal Voronoi sampling and the Lloyd-Max algorithm - Connectivity - Delaunay tessellation - Triangular meshes - Local feature size and curvature-dependent sampling - Approximation quality


  • Shortest Paths and Fast Marching Methods
    The shortest path problem - Dijkstra's shortest path algorithm - Fast marching methods - Fast marching on parametric surfaces - Marching even faster - Parallel distance computation - Minimal geodesics


  • Numerical Optimization
    Local versus global optimization - Optimality conditions - Unconstrained optimization algorithms - The quest for a descent direction - Preconditioning - Let Newton be! - Truncated Newton - Quasi-Newton algorithms - Non-convex optimization - Constrained optimization - Penalty and barrier methods - Augmented Lagrangian method


  • In the Rigid Kingdom
    Moments of joy moments of sorrow - Iterative closest point algorithms - Enter numerical optimization - Rigid correspondence


  • Multidimensional Scaling
    Isometric embedding problem - Multidimensional scaling - SMACOF algorithm - Second-order methods - Variations on the stress theme - Multiresolution methods - Multigrid MDS - Vector extrapolation - A trouble with topology


  • Spectral Embedding
    Classic MDS - Local methods - The Laplace-Beltrami operator - To hear the shape of the drum - Discrete Laplace-Beltrami operator


  • Non-Euclidean Embedding
    Spherical embedding - Generalized multidimensional scaling - Representation issues - Geodesic distance computation - Minimization of the generalized stress - Multiresolution encore


  • Isometry-Invariant Similarity
    Equivalence similarity and distance - Embedding distance - Gromov-Hausdorff distance - Intrinsic symmetry


  • Partial Similarity
    Recognition by parts - Paretian approach to partial similarity - Scalar partial similarity - Fuzzy approximation - Extrinsic partial similarity - Intrinsic partial similarity - Not only size matters


  • Non-rigid Correspondence and Calculus of Shapes
    Intrinsic parameterization - An image processing approach - Minimum distortion correspondence - Texture mapping and transfer - Morphing - Guaranteed self-intersection free morph - Calculus of shapes


  • Three-dimensional Face Recognition
    Some terminology - A retrospective - Isometric model of facial expressions - Expression-invariant face recognition - Comparison of photometric properties


  • Epilogue


  • Solutions to Selected Problems


  • Software


  • Notation


  • Acronyms


  • Glossary


  • References


  • Subject Index


  • Author Index