DocumentCode :
2899052
Title :
Image retrieval based on weighted texture features using DCT coefficients of JPEG images
Author :
Huang, Xiang-Yu ; Yu-Jin Zhong ; Hu, Dong
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Volume :
3
fYear :
2003
fDate :
15-18 Dec. 2003
Firstpage :
1571
Abstract :
The advent of compression standards, such as JPEG and MPEG, has led to the popularity of the compressed form of image data. This has brought on the proliferation of image retrieval techniques in the compressed domain. In this paper, a compressed domain technique for image retrieval, which can extract texture features from DCT coefficients (e.g., within JPEG images) directly, is discussed. It is based on the reordering of the coefficient subbands into s structure similar to the structure of the multiresolution wavelet subbands. A self-adaptive procedure for generating weights to be associated with different subbands is proposed. A method for assigning suitable weights for new query image is also introduced. Based on weight generation and selection, the performance of texture image retrieval in DCT compressed domain is improved as shown by the experiments carried on the Brodatz texture images.
Keywords :
data compression; discrete cosine transforms; feature extraction; image coding; image resolution; image retrieval; image texture; wavelet transforms; DCT coefficients; JPEG images; discrete cosine transform; image compression standards; image proliferation; image retrieval techniques; iterative generation; multiresolution wavelet subbands; orthogonal wavelet transform; texture feature extraction; weighted texture features; Data engineering; Data mining; Decorrelation; Discrete cosine transforms; Feature extraction; Image coding; Image retrieval; Information retrieval; MPEG 7 Standard; Transform coding;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information, Communications and Signal Processing, 2003 and Fourth Pacific Rim Conference on Multimedia. Proceedings of the 2003 Joint Conference of the Fourth International Conference on
Print_ISBN :
0-7803-8185-8
Type :
conf
DOI :
10.1109/ICICS.2003.1292731
Filename :
1292731
Link To Document :
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