Title :
Image retrieval using BDIP and BVLC moments
Author :
Chun, Young Deok ; Seo, Sang Yong ; Kim, Nam Chul
Author_Institution :
Sch. of Electron. & Electr. Eng., Kyungpook Nat. Univ., Taegu, South Korea
Abstract :
We propose two new texture features, block difference of inverse probabilities (BDIP) and block variation of local correlation coefficients (BVLC), for content-based image retrieval (CBIR) and then present an image retrieval method based on the combination of BDIP and BVLC moments. BDIP uses local probabilities in image blocks to measure an image´s local brightness variations well. BVLC uses variations of local correlation coefficients in image blocks to measure local texture smoothness of an image well. Experimental results show that the presented retrieval method yields about 12% better performance in precision versus recall and about 0.13 in average normalized modified retrieval rank (ANMRR) than the method using wavelet moments.
Keywords :
content-based retrieval; image retrieval; image texture; probability; CBIR; average normalized modified retrieval rank; block difference of inverse probabilities; block variation of local correlation coefficients; content-based image retrieval; content-based retrieval; image retrieval; local brightness variations; texture features; wavelet moments; Brightness; Content based retrieval; Helium; Histograms; Humans; Image retrieval; Image storage; MPEG 7 Standard; Shape; Wavelet transforms;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2003.816507