Generic Fourier descriptor for shape-based image retrieval

Shape description is one of the key parts of image content description in MPEG-7. Most existing shape descriptors are usually either application dependent or non-robust, making them undesirable for generic shape description. A generic Fourier descriptor (GFD) is proposed to overcome the drawbacks of existing shape representation techniques. The proposed shape descriptor is derived by applying a 2D Fourier transform on a polar raster sampled shape image. The acquired shape descriptor is application independent and robust. Experimental results show the GFD outperforms the Zernike moment descriptor (ZMD) which has been proposed as the shape descriptor for MPEG-7.

[1]  David B. Cooper,et al.  Recognition and positioning of rigid objects using algebraic moment invariants , 1991, Optics & Photonics.

[2]  Guojun Lu,et al.  Shape-based image retrieval using generic Fourier descriptor , 2002, Signal Process. Image Commun..

[3]  Christos Faloutsos,et al.  QBIC project: querying images by content, using color, texture, and shape , 1993, Electronic Imaging.

[4]  Hae-Kwang Kim,et al.  Region-based shape descriptor invariant to rotation, scale and translation , 2000, Signal Process. Image Commun..

[5]  Miroslaw Pawlak,et al.  On Image Analysis by Moments , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  Majid Ahmadi,et al.  Pattern recognition with moment invariants: A comparative study and new results , 1991, Pattern Recognit..

[7]  M. Teague Image analysis via the general theory of moments , 1980 .

[8]  John P. Oakley,et al.  Storage and Retrieval for Image and Video Databases , 1993 .

[9]  Guojun Lu,et al.  Content-based shape retrieval using different shape descriptors: a comparative study , 2001, IEEE International Conference on Multimedia and Expo, 2001. ICME 2001..

[10]  Roland T. Chin,et al.  On image analysis by the methods of moments , 1988, Proceedings CVPR '88: The Computer Society Conference on Computer Vision and Pattern Recognition.

[11]  Alberto Del Bimbo,et al.  Visual information retrieval , 1999 .

[12]  Ming-Kuei Hu,et al.  Visual pattern recognition by moment invariants , 1962, IRE Trans. Inf. Theory.