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Local 2D pattern spectra as connected region descriptors

Petra Bosilj 1, 2 Michael Wilkinson 3 Ewa Kijak 1 Sébastien Lefèvre 2
1 LinkMedia - Creating and exploiting explicit links between multimedia fragments
Inria Rennes – Bretagne Atlantique , IRISA-D6 - MEDIA ET INTERACTIONS
2 OBELIX - Environment observation with complex imagery
UBS - Université de Bretagne Sud, IRISA-D5 - SIGNAUX ET IMAGES NUMÉRIQUES, ROBOTIQUE
Abstract : We validate the usage of augmented 2D shape-size pattern spectra, calculated on arbitrary connected regions. The evaluation is performed on MSER regions and competitive performance with SIFT de-scriptors achieved in a simple retrieval system, by combining the local pattern spectra with normalized central moments. An additional advantage of the proposed descriptors is their size: being half the size of SIFT, they can handle larger databases in a time-e cient manner. We focus in this paper on presenting the challenges faced when transitioning from global pattern spectra to the local ones. An exhaustive study on the parameters and the properties of the newly constructed descriptor is o ered, as well as performance results from preliminary experiments, validating the usage of the descriptor. We also consider possible improvements to the quality and computation e ciency of the proposed local descriptors.
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Petra Bosilj, Michael Wilkinson, Ewa Kijak, Sébastien Lefèvre. Local 2D pattern spectra as connected region descriptors. Mathematical Morphology - Theory and Applications, De Gruyter 2016, Special Issue on Contributions from the 12th International Symposium on Mathematical Morphology, 1, pp.203 - 215. ⟨10.1515/mathm-2016-0011⟩. ⟨hal-01320009⟩

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