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Texture classification of photographic papers: improving spectral clustering using filterbanks on graphs
- Source :
- Proceedings of GRETSI 2015, 25eme Colloque Groupe de Recherche et d'Etudes du Traitement du Signal et des Images (GRETSI 2015), 25eme Colloque Groupe de Recherche et d'Etudes du Traitement du Signal et des Images (GRETSI 2015), Sep 2015, Lyon, France. pp. 1-4
- Publication Year :
- 2015
- Publisher :
- HAL CCSD, 2015.
-
Abstract
- International audience; From the point of view of graph signal processing, we show that spectral clustering is equivalent to an ideal low-pass filterbank. Building upon previous multiscale community detection ideas [11], and integrating the concept of community cores [8], we propose a data-driven filterbank-based classification method. We apply this method to the texture classification of photographic papers useful to art historians, and we show that it provides a richer and more informative description of the data’s structure in clusters.
- Subjects :
- Community detection
[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
Vision par ordinateur et reconnaissance de formes
Intelligence artificielle
Art historian
Print
[INFO.INFO-GR]Computer Science [cs]/Graphics [cs.GR]
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
Traitement des images
ComputingMethodologies_PATTERNRECOGNITION
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
[INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV]
Spectral clustering
Traitement du signal et de l'image
Filterbank
Synthèse d'image et réalité virtuelle
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Proceedings of GRETSI 2015, 25eme Colloque Groupe de Recherche et d'Etudes du Traitement du Signal et des Images (GRETSI 2015), 25eme Colloque Groupe de Recherche et d'Etudes du Traitement du Signal et des Images (GRETSI 2015), Sep 2015, Lyon, France. pp. 1-4
- Accession number :
- edsair.dedup.wf.001..229bf465c7cd84501cb29df7965caec4