Cerri, Andrea ; Di Fabio, Barbara ; Jablonski, Grzegorz ; Medri, Filippo
(2012)
Multi-scale approaches for the matching distance estimation.
[Preprint]
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Abstract
This paper deals with the concepts of persistence diagram and matching distance. These are two of the main ingredients of Topological Persistence, which has proven to be a promising framework for shape comparison. Persistence diagrams are descriptors providing a signature of the shapes under study, while the matching distance is a metric to compare them. One drawback in the application of these tools is the computational cost for the evaluation of the matching distance. The aim of the present paper is to introduce a new framework for the approximation of the
matching distance, which does not affect the reliability of the entire approach in comparing shapes, and extremely reduces the computational cost. This is shown through experiments on 3D-models.
Abstract
This paper deals with the concepts of persistence diagram and matching distance. These are two of the main ingredients of Topological Persistence, which has proven to be a promising framework for shape comparison. Persistence diagrams are descriptors providing a signature of the shapes under study, while the matching distance is a metric to compare them. One drawback in the application of these tools is the computational cost for the evaluation of the matching distance. The aim of the present paper is to introduce a new framework for the approximation of the
matching distance, which does not affect the reliability of the entire approach in comparing shapes, and extremely reduces the computational cost. This is shown through experiments on 3D-models.
Tipologia del documento
Preprint
Autori
Parole chiave
Persistence diagram, shape analysis, dissimilarity criterion
Settori scientifico-disciplinari
DOI
Data di deposito
10 Ott 2012 08:30
Ultima modifica
29 Gen 2013 10:25
URI
Altri metadati
Tipologia del documento
Preprint
Autori
Parole chiave
Persistence diagram, shape analysis, dissimilarity criterion
Settori scientifico-disciplinari
DOI
Data di deposito
10 Ott 2012 08:30
Ultima modifica
29 Gen 2013 10:25
URI
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