Title :
Improving retrieval performance of Zernike moment descriptor on affined shapes
Author :
Zhang, Dengsheng ; Lu, Guojun
Author_Institution :
Gippsland Sch. of Comput. & Info. Tech, Monash Univ., Clayton, Vic., Australia
Abstract :
Shape (object) description consists a key part of image content description in MPEG-7. In the development of MPEG-7, Zernike moment descriptor (ZMD) has been adopted as region-based shape descriptor. However, because Zernike moments are defined in a unit disk and extracted from shape in polar space, less shape information is used for skewed and stretched shapes. As a result, the extracted ZMD is not robust to skew and stretching distortions. An enhanced Zernike moment descriptor (EZMD) is proposed to overcome this drawback. The EZMD is acquired by deriving ZMD from the rotation and scale normalized shape. The rotation and scale normalization effectively suppress the uneven shape distribution within the unit disk and compensates the skew and stretching. Consequently, more shape information is used in the feature extraction. Experimental results show that the proposed EZMD outperforms ZMD significantly.
Keywords :
content-based retrieval; feature extraction; image retrieval; multimedia systems; MPEG-7; Zemike moments; Zernike moment descriptor; affined shapes; content-based image retrieval; enhanced Zernike moment descriptor; feature extraction; polar space; region-based shape descriptor; retrieval performance; rotation normalized shape; scale normalized shape; shape information; skew distortion; skewed shapes; stretched shapes; stretching distortion; unit disk; Content based retrieval; Data mining; Feature extraction; Image retrieval; Image sampling; MPEG 7 Standard; Polynomials; Robustness; Shape; Testing;
Conference_Titel :
Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7304-9
DOI :
10.1109/ICME.2002.1035754