Persistent homology provides shapes descriptors called persistence diagrams. We use persistence diagrams to address the problem of shape comparison based on partial similarity. We show that two shapes having a common sub-part in general present a common persistence sub-diagram. Hence, the partial Hausdorff distance between persistence diagrams measures partial similarity between shapes. The approach is supported by experiments on 2D and 3D data sets.

Persistent Homology and Partial Similarity of Shapes / B., Di Fabio; Landi, Claudia. - In: PATTERN RECOGNITION LETTERS. - ISSN 0167-8655. - STAMPA. - 33:(2012), pp. 1445-1450. [10.1016/j.patrec.2011.11.003]

Persistent Homology and Partial Similarity of Shapes

LANDI, Claudia
2012

Abstract

Persistent homology provides shapes descriptors called persistence diagrams. We use persistence diagrams to address the problem of shape comparison based on partial similarity. We show that two shapes having a common sub-part in general present a common persistence sub-diagram. Hence, the partial Hausdorff distance between persistence diagrams measures partial similarity between shapes. The approach is supported by experiments on 2D and 3D data sets.
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Persistent Homology and Partial Similarity of Shapes / B., Di Fabio; Landi, Claudia. - In: PATTERN RECOGNITION LETTERS. - ISSN 0167-8655. - STAMPA. - 33:(2012), pp. 1445-1450. [10.1016/j.patrec.2011.11.003]
B., Di Fabio; Landi, Claudia
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/694864
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