Research Institute of Visual Computing

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Diffusion pruning for rapidly and robustly selecting global correspondences using local isometry

  • G. K. L. Tam, R. R. Martin, P. L. Rosin, Y.-K. Lai. “Diffusion pruning for rapidly and robustly selecting global correspondences using local isometry”, ACM Transactions on Graphics, vol. 33(1), Article No. 4, pp. 1-17, 2014.

    Finding correspondences between two surfaces is a fundamental operation in various applications in computer graphics and related fields. Candidate correspondences can be found by matching local signatures, but as they only consider local geometry, many are globally inconsistent. We provide a novel algorithm to prune a set of candidate correspondences to those most likely to be globally consistent. Our approach can handle articulated surfaces, and ones related by a deformation which is globally non-isometric, provided that the deformation is locally approximately isometric. Our approach uses an efficient diffusion framework, and only requires geodesic distance calculations in small neighbourhoods, unlike many existing techniques which require computation of global geodesic distances. We demonstrate that, for typical examples, our approach provides significant improvements in accuracy, yet also reduces time and memory costs by a factor of several hundred compared to existing pruning techniques. Our method is furthermore insensitive to holes, unlike many other methods.

Link to Paper

Authors

Dr Gary K L  Tam

Dr Gary K L Tam

Digital Geometry Processing, Data Analysis and Visualization, Information Pattern Recognition, Retrieval and Indexing.

Prof. Ralph Martin

Prof. Ralph Martin

Polygon mesh processing including registration, noise removal, segmentation and surface fitting.

Prof. Paul Rosin

Prof. Paul Rosin

Various aspects of computer vision, including 2D and 3D facial analysis and synthesis.

Dr Yukun Lai

Dr Yukun Lai

My research interests include computer graphics, geometric modelling and processing, computer aided geometric design, computer vision and image processing.