Abstract
There is a huge amount of methods for extracting image descriptors and defining the similarity measures. In this paper, we try to improve texture image retrieval performance with post processing based on the greedy technique called Prims algorithm. In the proposed method feature database is represented using distance matrix, which is the distance between every image of the database. Due to symmetric property of a matrix, we can improve the efficiency and effectiveness of the proposed retrieval system. However for large database the size of the matrix is large. The proposed system is tested with three different image descriptors, namely combined rotated complex wavelet filters (RCWF) and dual tree complex wavelets (DT-CWT), Contourlet Transform (CT), and Discrete Wavelet Transforms (DWT).
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References
Ritendra, D., Dhiraj, J., Jia, L., Wang, Z.J.: Image Retrieval: Ideas, Influ-ences, and Trends of the New Age. ACM Computing Surveys 40(2), article 5, 5:1–5:60 (2008)
Duncan, D.Y., Minh, N.D.: Directional Multiscale Modeling of Image using the Contourlet Transform. IEEE Transactions on Image Processing 15(6), 1610–1620 (2006)
He, J., Li, M., Zhang, H.J., Tong, H., Zhang, C.: Generalized Manifold-Ranking Based Image Retrieval. IEEE Transactions on Image Processing 15(10), 3170–3177 (2006)
He, J., Li, M., Zhang, H.J., Tong, H., Zhang, C.: Manifold-Ranking Based Image Retrieval. In: ACM Multimedia (2004)
Kokare, M., Chatterji, B.N., Biswas, P.K.: A Survey on Current Content-based Image Retrieval Methods. IETE J. Res. 48(3&4), 261–271 (2002)
Kokare, M., Chatterji, B.N., Biswas, P.K.: Texture Image Retrieval using New Rotated Complex Wavelet Filters. IEEE Trans. on Systems, Man, and Cybernetics-Part B: Cybernetics 35(6), 1168–1178 (2005)
Kingsbury, N.G.: Image processing with complex wavelet. Phil. Trans. Roy. Soc. London A 357, 2543–2560 (1999)
Liua, Y., Zhang, D., Lua, G., Mab, W.Y.: A Survey of Content-Based Image Retrieval with high-level semantics. In: Proceedings of the Pattern Recognition, pp. 262–282 (2007)
Rui, Y., Hung, T.S., Chang, S.F.: Image retrieval: Current Techniques, Promising Directions and Open Issues. J. Visual Comm. and Image Representation 10, 39–62 (1999)
Smeulders, A.W.M., 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(12), 1349–1380 (2000)
Yang, X., Bai, X., Latecki, L.J., Tu, Z.: Improving Shape Retrieval by Learning Graph Transduction. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part IV. LNCS, vol. 5305, pp. 788–801. Springer, Heidelberg (2008)
Zhou, D., Bousquer, O., Lal, T., Weston, J., Schölkopf, B.: Learning with Local and Global Consistency. In: Proceedings of the Advances in Neural Information Processing Systems, pp. 321–328 (2004)
Zhou, D., Weston, J., Agretton: Ranking on Data Manifold. In: Proceedings of the Advances in Neural Information Processing Systems, pp. 169–176 (2004)
Zhou, D., Schölkopf, B.: Learning from Labeled and Unlabeled Data Using Random Walks. In: Rasmussen, C.E., Bülthoff, H.H., Schölkopf, B., Giese, M.A. (eds.) DAGM 2004. LNCS, vol. 3175, pp. 237–244. Springer, Heidelberg (2004)
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Patil, P.B., Kokare, M.B. (2013). Texture Image Retrieval Using Greedy Method. In: Kumar M., A., R., S., Kumar, T. (eds) Proceedings of International Conference on Advances in Computing. Advances in Intelligent Systems and Computing, vol 174. Springer, New Delhi. https://doi.org/10.1007/978-81-322-0740-5_106
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DOI: https://doi.org/10.1007/978-81-322-0740-5_106
Publisher Name: Springer, New Delhi
Print ISBN: 978-81-322-0739-9
Online ISBN: 978-81-322-0740-5
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