DocumentCode :
2348445
Title :
Region-based retrieval: coarse segmentation with fine color signature
Author :
Fauqueur, Julien ; Boujemaa, Nozha
Author_Institution :
Imedia Res. Group, INRIA, Le Chesnay, France
Volume :
2
fYear :
2002
fDate :
2002
Abstract :
The two major problems raised by a region-based image retrieval system are the automatic definition and description of regions. We first present a technique of unsupervised coarse detection of regions which improves their visual specificity. The segmentation scheme is based on the classification of local distributions of quantized colors (LDQC). The competitive agglomeration (CA) classification algorithm is used which has the advantage to automatically determine the optimal number of classes. Then, considering that region description which must be finer for regions than for images, we propose a region descriptor of fine color variability: the adaptive distribution of color shades (ADCS). Compared to existing color descriptors, the high color resolution of ADCS improves the perceptual similarity of retrieved regions.
Keywords :
adaptive signal processing; image classification; image colour analysis; image resolution; image retrieval; image segmentation; visual databases; adaptive distribution of color shades; automatic region definition; automatic region description; coarse segmentation; color descriptors; color variability; competitive agglomeration classification algorithm; fine color signature; high color resolution; image regions; local distribution classification; local distributions of quantized colors; perceptual similarity; region-based image retrieval system; unsupervised coarse region detection; Classification algorithms; Feature extraction; Image databases; Image retrieval; Image segmentation; Indexing; Prototypes; Statistics; Testing; Visual databases;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7622-6
Type :
conf
DOI :
10.1109/ICIP.2002.1040024
Filename :
1040024
Link To Document :
بازگشت