Graduate School and Research Center in Digital Sciences

Saliency-aware color moments features for image categorization and retrieval

Redi, Miriam; Mérialdo, Bernard

CBMI Conference, 9th International Workshop on Content-Based Multimedia Indexing, 13-15 June 2011, Madrid, Spain

Traditional window-based color indexing techniques have been widely used in image analysis and retrieval systems. In the existing approaches, all the image regions are treated with equal importance. However, some image areas carry more information about their content (e.g. the scene foreground). The human visual system bases indeed the categorization process on such set of perceptually salient region. Therefore, in order to improve the discriminative abilities of the color features for image recognition, higher importance should be given to the chromatic characteristics of more informative windows. In this paper, we present an informativeness-aware color descriptor based on the Color Moments feature [17]. We first define a saliency-based measure to quantify the amount of information carried by each image window; we then change the window-based CM feature according to the computed local informativeness. Finally, we show that this new hybrid feature outperforms the traditional Color Moments in a variety of challenging dataset for scene categorization, object recognition and video retrieval.

Document Doi Bibtex

Title:Saliency-aware color moments features for image categorization and retrieval
Type:Conference
Language:English
City:Madrid
Country:SPAIN
Date:
Department:Data Science
Eurecom ref:3359
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Bibtex: @inproceedings{EURECOM+3359, doi = {http://dx.doi.org/10.1109/CBMI.2011.5972545 }, year = {2011}, title = {{S}aliency-aware color moments features for image categorization and retrieval}, author = {{R}edi, {M}iriam and {M}{\'e}rialdo, {B}ernard}, booktitle = {{CBMI} {C}onference, 9th {I}nternational {W}orkshop on {C}ontent-{B}ased {M}ultimedia {I}ndexing, 13-15 {J}une 2011, {M}adrid, {S}pain}, address = {{M}adrid, {SPAIN}}, month = {06}, url = {http://www.eurecom.fr/publication/3359} }
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