2010 | OriginalPaper | Buchkapitel
Unique Signatures of Histograms for Local Surface Description
verfasst von : Federico Tombari, Samuele Salti, Luigi Di Stefano
Erschienen in: Computer Vision – ECCV 2010
Verlag: Springer Berlin Heidelberg
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This paper deals with local 3D descriptors for surface matching. First, we categorize existing methods into two classes:
Signatures
and
Histograms
. Then, by discussion and experiments alike, we point out the key issues of uniqueness and repeatability of the local reference frame. Based on these observations, we formulate a novel comprehensive proposal for surface representation, which encompasses a new unique and repeatable local reference frame as well as a new 3D descriptor. The latter lays at the intersection between Signatures and Histograms, so as to possibly achieve a better balance between descriptiveness and robustness. Experiments on publicly available datasets as well as on range scans obtained with
Spacetime Stereo
provide a thorough validation of our proposal.