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Fitting Skeletal Object Models Using Spherical Harmonics Based Template Warping
Liyun Tu1, Dan Yang2, Jared Vicory3
1College of Computer Science, Chongqing University, Chongqing 400044 China, and also with the Department of Computer Science, University of North Carolina at Chapel Hill, NC 27599 USA.
Abstract:
We present a scheme that propagates a reference skeletal model (s-rep) into a particular case of an object, thereby propagating the initial shape-related layout of the skeleton-to-boundary vectors, called spokes. The scheme represents the surfaces of the template as well as the target objects by spherical harmonics and computes a warp between these via a thin plate spline. To form the propagated s-rep, it applies the warp to the spokes of the template s-rep and then statistically refines. This automatic approach promises to make s-rep fitting robust for complicated objects, which allows s-rep based statistics to be available to all. The improvement in fitting and statistics is significant compared with the previous methods and in statistics compared with a state-of-the-art boundary based method.
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