Abstract: This paper describes a commute-time based 3D shape descriptor that is robust with respect to changes in pose and topology. A new and completely unsupervised mesh segmentation algorithm is proposed, which is based on the commute time embedding of the mesh and the k-means clustering using the embedded mesh vertices. We use the discrete Laplace-Beltrami operator to construct the graph Laplacian.
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