Title :
Discrete wavelet frame representations of color texture features for image query
Author :
Chen, Tao ; Ma, Kai-Kuang ; Chen, Li-Hui
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Inst., Singapore
Abstract :
We propose a wavelet-based multi-channel scheme to extract human-perception relevant color texture features for image indexing and querying. For each spectral band, a two-dimensional discrete wavelet frame (DWF) decomposition is applied first, followed by an enveloping operation performed on the resulting wavelet coefficients. The unichrome features computed from the enveloped coefficients of the individual band as well as the opponent features that provide the spatial correlation between different spectral bands are jointly exploited for accurate image classification. The experimental results are promisingly, showing that the proposed approach is suitable for browsing color texture images
Keywords :
correlation methods; discrete wavelet transforms; feature extraction; image classification; image colour analysis; image representation; image retrieval; image texture; signal detection; spectral analysis; visual databases; visual perception; 2D discrete wavelet frame decomposition; color texture features; color texture image browsing; discrete wavelet frame representations; envelope detection; enveloped coefficients; enveloping operation; experimental results; human-perception; image classification; image indexing; image query; image querying; opponent features; spatial correlation; spectral band; wavelet coefficients; wavelet-based multichannel scheme; Color; Discrete wavelet transforms; Envelope detectors; Feature extraction; Filter bank; Frequency; Gabor filters; Image retrieval; Indexing; Wavelet coefficients;
Conference_Titel :
Multimedia Signal Processing, 1998 IEEE Second Workshop on
Conference_Location :
Redondo Beach, CA
Print_ISBN :
0-7803-4919-9
DOI :
10.1109/MMSP.1998.738911