Title :
Improved Accuracy in Shape Based Image Retrieval with Complex Zernike Moments Using Wavelets
Author :
Goyal, Anjali ; Walia, Ekta ; Saini, Harvinder Singh
Author_Institution :
Guru Nanak Inst. of Manage. & Technol., Ludhiana, India
Abstract :
Zernike Moments (ZMs) have been most widely used in extracting the region based shape features of an image related to Logo, Trademark, Clip art search etc. Still retrieval of accurate images is an issue. In most of the researches, emphasis is given only on magnitude of ZMs. Complex Zernike Moments (CZMs) takes both Phase and Magnitude component for feature extraction. The concept of wavelets is also combined with CZMs and it has been found that the use of wavelets with CZMs result in improved accuracy of retrieved results because of better classification ability of wavelets. Angle and magnitude based distance has been used to see the similarity of images. Shape database of 100 images of different classes is used in the study. Rotational database is generated using these images. It is found that wavelets based CZMs can capture better features as compared to magnitude based ZMs.
Keywords :
feature extraction; image retrieval; wavelet transforms; complex Zernike moments; feature extraction; rotational database; shape based image retrieval; shape database; shape features; wavelets; Art; Image databases; Image retrieval; Information retrieval; Noise shaping; Shape measurement; Spatial databases; Technology management; Trademarks; Wavelet transforms;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5304118