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Presentation Slides
A Riemannian Approach for Computing Geodesic in Elastic Shape Analysis
- Citation Author(s):
- Submitted by:
- Wen Huang
- Last updated:
- 23 February 2016 - 1:44pm
- Document Type:
- Presentation Slides
- Document Year:
- 2015
- Event:
- Presenters:
- Yaqing You
- Categories:
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Presentation slides for a talk in GlobalSIP2015
Abstract—In the framework of elastic shape analysis, a shape is invariant to scaling, translation, rotation and reparameterization. Since this framework does not yield a closed form geodesic between two shapes, iterative methods are used. In particular, path straightening methods have been proposed and used for computing a geodesic that is invariant to curve scaling and translation. Path straightening can then be exploited within a coordinate-descent algorithm that computes the best rotation and reparameterization of the end point curves. In
this paper, we propose a Riemannian quasi-Newton method to compute a geodesic invariant to scaling, translation, rotation and reparameterization and show that it is more efficient than the coordinate-descent/path-straightening approach.