An efficient Riemannian statistical shape model using differential coordinates: With application to the classification of data from the Osteoarthritis Initiative.

Medical Image Analysis(2018)

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摘要
•Novel Riemannian framework for statistical shape analysis that is able to account for the nonlinearity in shape variation.•Lie group structure with closed-form expressions guaranteeing numerical efficiency.•Results on the open-access OAI and FAUST datasets demonstrate superior performance over state-of-the-art.
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关键词
Statistical shape analysis,Classification,Riemannian metrics,Principal geodesic analysis,Manifold valued statistics
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