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Robust Statistics over Riemannian Manifolds

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ISBN-10: 3843388083

ISBN-13: 9783843388085

Edition: N/A

Authors: Raghav Subbarao, Peter Meer

List price: $79.00
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The nonlinear nature of many vision tasks involves analysis over nonlinear spaces embedded in higher dimensional Euclidean spaces. Such manifolds can be studied using the theory of differential geometry. Here we develop two algorithms which can be applied over manifolds. The nonlinear mean shift algorithm is a generalization of the popular mean shift, a feature space analysis method for vector spaces. Nonlinear mean shift can be applied to any Riemannian manifold and is provably convergent to the local maxima of an appropriate kernel density. This algorithm is used for motion segmentation with different motion models and for the filtering of complex image data. The projection based…    
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Book details

List price: $79.00
Publisher: Lambert Academic Publishing
Binding: Paperback
Pages: 132
Size: 6.00" wide x 9.00" long x 0.31" tall
Weight: 0.440
Language: English