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Small-Variance Nonparametric Clustering on the Hypersphere

Julian Straub, Trevor Campbell, Jonathan P. How, John W. Fisher III

CVPR 2015 github

We show how to derive a fast nonparametric DP-means algorithm, DP-vMF-means, for directional data like surface normals. This allows us to analyze surface normal distributions of depth images.