Title :
Color Image Retrieval Using M-Band Wavelet Transform Based Color-Texture Feature
Author :
Kundu, Malay K. ; Bagrecha, Priyank
Author_Institution :
Machine Intell. Unit, Indian Stat. Inst., Kolkata, India
Abstract :
Feature extraction algorithm is a very important component of any retrieval scheme. We propose M-band Wavelet Transform based feature extraction algorithm in this paper. The MtimesM sub-bands are used as primitive features, over which energies computed in a neighborhood are taken as the features for each pixel of the image. These features are clustered using FCM to obtain image signature for similarity matching using the Earth Mover´s Distance. The results obtained were compared with MPEG-7 content descriptor based system and found to be superior.
Keywords :
feature extraction; image colour analysis; image retrieval; image texture; wavelet transforms; M-band wavelet transform; MPEG-7 content descriptor based system; color image retrieval; color-texture feature; feature extraction algorithm; image signature; Band pass filters; Color; Content based retrieval; Earth; Frequency conversion; Gabor filters; Humans; Image retrieval; Pixel; Wavelet transforms; Color; Earth Mover´s Distance; Image Retrieval; M-Band Wavelets; MPEG-7 content descriptor; Texture;
Conference_Titel :
Advances in Pattern Recognition, 2009. ICAPR '09. Seventh International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4244-3335-3
DOI :
10.1109/ICAPR.2009.34