Color Fourier-Mellin Descriptors for Image ...
Document type :
Compte-rendu et recension critique d'ouvrage
Title :
Color Fourier-Mellin Descriptors for Image Recognition
Author(s) :
Mennesson, José [Auteur correspondant]
FOX MIIRE [LIFL]
Saint-Jean, Christophe [Auteur]
Mathématiques, Image et Applications - EA 3165 [MIA]
Mascarilla, Laurent [Auteur]
Mathématiques, Image et Applications - EA 3165 [MIA]
FOX MIIRE [LIFL]
Saint-Jean, Christophe [Auteur]
Mathématiques, Image et Applications - EA 3165 [MIA]
Mascarilla, Laurent [Auteur]
Mathématiques, Image et Applications - EA 3165 [MIA]
Journal title :
Pattern Recognition Letters
Publisher :
Elsevier
Publication date :
2014-01
ISSN :
0167-8655
English keyword(s) :
Object recognition
Image retrieval
Invariant color descriptors
Frequency methods
Clifford algebra
Image retrieval
Invariant color descriptors
Frequency methods
Clifford algebra
HAL domain(s) :
Informatique [cs]/Traitement des images [eess.IV]
Informatique [cs]/Traitement du signal et de l'image [eess.SP]
Sciences de l'ingénieur [physics]/Traitement du signal et de l'image [eess.SP]
Informatique [cs]/Traitement du signal et de l'image [eess.SP]
Sciences de l'ingénieur [physics]/Traitement du signal et de l'image [eess.SP]
English abstract : [en]
We propose new sets of Fourier-Mellin descriptors for color images. They are constructed using the Clifford Fourier Transform of Batard et al. (2010) and are an extension of the classical Fourier-Mellin descriptors for ...
Show more >We propose new sets of Fourier-Mellin descriptors for color images. They are constructed using the Clifford Fourier Transform of Batard et al. (2010) and are an extension of the classical Fourier-Mellin descriptors for grayscale images. These are invariant under direct similarity transformations (translations, rotations, scale) and marginal treatment of colors images is avoided. An implementation of these features is given and the choice of the bivector (a distinguished color plane which parameterizes the Clifford Fourier Transform) is discussed. The proposed formalism extends and clarifies the notion of direction of analysis as introduced for the quaternionic Fourier-Mellin moments (Guo and Zhu, 2011). Thus, another set of descriptors invariant under this parameter is defined. Our proposals are tested with the purpose of object recognition on well-known color image databases. Their retrieval rates are favourably compared to standard feature descriptors.Show less >
Show more >We propose new sets of Fourier-Mellin descriptors for color images. They are constructed using the Clifford Fourier Transform of Batard et al. (2010) and are an extension of the classical Fourier-Mellin descriptors for grayscale images. These are invariant under direct similarity transformations (translations, rotations, scale) and marginal treatment of colors images is avoided. An implementation of these features is given and the choice of the bivector (a distinguished color plane which parameterizes the Clifford Fourier Transform) is discussed. The proposed formalism extends and clarifies the notion of direction of analysis as introduced for the quaternionic Fourier-Mellin moments (Guo and Zhu, 2011). Thus, another set of descriptors invariant under this parameter is defined. Our proposals are tested with the purpose of object recognition on well-known color image databases. Their retrieval rates are favourably compared to standard feature descriptors.Show less >
Language :
Anglais
Popular science :
Non
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