Abstract
In this paper we propose an accurate shape-based image retrieval method which uses both types of moment invariants and Fourier descriptors. The method first excludes irrelevant images of different appearances using the region-based moment invariant features and then, using Fourier descriptors, the method increases the retrieval effectiveness substantially. The retrieval method was tested on our shape databases and the search accuracy was compared with those of Fourier descriptors and moment invariants. The hybrid method of using both boundary-based Fourier descriptor and region-based moment invariants provides much better performance than other similarity method.
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References
Djeraba, C., Bouet, M., Briand, H., Khenchaf, A.: Visual and textual content based indexing and retrieval. Int. J. on Digital Libraries 2, 269–287 (2000)
Smeulders, A., Worring, M., Santini, S., Gupta, A., Jain, R.: Content-based image retrieval at the end of the early years. IEEE Trans. Pattern Anal. Machine Intell. 22, 1349–1380 (2000)
Folkers, A., Samet, H.: Content-based image retrieval using fourier descriptors on a logo database. In: Kasturi, R., Laurendau, D., Suen, C. (eds.) ICPR 2002, Quebec City, Canada, vol. 3, pp. 521–524 (2002)
Mehtre, B.M., Kankanhalli, M.S., Lee, W.F.: Shape measures for content based image retrieval: a comparison. Information Processing and Management 33, 319–337 (1997)
Ezer, N., Anarim, E., Sankur, B.: A comparative study of moment invariants and fourier descriptors in planar shape recognition. In: Proceedings of 7th Mediterranean Electrotechnical Conference, vol. 1, pp. 242–245 (1994)
Hu, M.K.: Visual pattern recognition by moment invariants. IRE Transactions in Information Theory 8, 179–187 (1962)
Teh, C.H., Chin, R.T.: On image analysis by the methods of moments. IEEE Trans. Pattern Anal. Machine Intell. 10, 496–513 (1988)
Khotanzad, A., Hong, Y.H.: Invariant image recognition by zernike moments. IEEE Trans. Pattern Anal. Machine Intell. 12, 489–497 (1990)
Chong, C.-W., Raveendran, P., Mukundan, R.: Translation invariants of zernike moments. Pattern Recognition 36, 1765–1773 (2003)
Taubin, G., Cooper, D.B.: Object recognition based on oment (or algebraic) invariants. In: Mundy, J.L., Zisserman, A., et al. (eds.) Geometric invariance in computer vision, pp. 375–397. MIT Press, Cambridge (1992)
Suk, J.F.T.: Pattern recognition by affine moment invariants. Pattern Recognition 26, 167–174 (1993)
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Park, JS., Kim, T. (2004). Shape-Based Image Retrieval Using Invariant Features. In: Aizawa, K., Nakamura, Y., Satoh, S. (eds) Advances in Multimedia Information Processing - PCM 2004. PCM 2004. Lecture Notes in Computer Science, vol 3332. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30542-2_19
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DOI: https://doi.org/10.1007/978-3-540-30542-2_19
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-23977-2
Online ISBN: 978-3-540-30542-2
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