Title :
Quantitative assessment of qualitative color perception in image database retrieval
Author :
Albanesi, M.G. ; Bandelli, S. ; Ferretti, M.
Author_Institution :
Dipartimento di Inf. e Sistemistica, Pavia Univ., Italy
Abstract :
We propose a multiresolution indexing algorithm based on color histogram which exploits the wavelet decomposition and a customized quantization for content-based image retrieval. The aim is to extract automatically the chromatic content of the images and to represent it with simple, robust, efficient and low computational cost descriptors. The proposed method has been integrated for a complete CBIR system, where the classification of images is performed on a qualitative subjective color perception. The system allows testing the semantic and chromatic class homogeneity previously defined by a human observer. Experimental results have been evaluated by the quantitative assessment parameters (averaged precision and recall). Multiresolution proved to be a valid framework to introduce spatiality in color histogram indexing, to dramatically decrease the computational complexity and to validate the qualitative subjective classification
Keywords :
colour vision; content-based retrieval; database indexing; feature extraction; image classification; image colour analysis; image representation; image resolution; image retrieval; quantisation (signal); statistical analysis; visual databases; wavelet transforms; CBIR system; automatic extraction; chromatic class homogeneity; chromatic content; color histogram; computational complexity; content-based image retrieval; customized quantization; descriptors; image classification; image database retrieval; image representation; multiresolution indexing algorithm; qualitative color perception; quantitative assessment; semantic class homogeneity; spatiality; subjective color perception; wavelet decomposition; Computational efficiency; Content based retrieval; Histograms; Image resolution; Image retrieval; Indexing; Quantization; Robustness; Spatial resolution; System testing;
Conference_Titel :
Image Analysis and Processing, 2001. Proceedings. 11th International Conference on
Conference_Location :
Palermo
Print_ISBN :
0-7695-1183-X
DOI :
10.1109/ICIAP.2001.957044