Adaptive data compression for robot perception

This paper concerns the creation of an efficient, continuous, non-parametric representation of surfaces implicit in 3D laser data as typically recorded by mobile robots. Our approach explicitly leverages the probabilistic nature of Gaussian Process regression to provide for a principled, adaptive su...

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Bibliographic Details
Main Authors: Smith, M, Posner, I, Newman, P
Format: Journal article
Language:English
Published: 2011