Abstract
In this paper, we present a new multiple regions and their spatial relationship-based image retrieval method. In this method, a semantic object is integrated as a set of related regions based on their spatial relationships and visual features. In contrast to other ROI (Region-of-Interest) or multiple region-based algorithms, we use the Hausdorff Distance (HD) to estimate spatial relationships between regions. By our proposed HD, we can simplify matching process between complex spatial relationships and admit spatial variations of regions, such as translation, rotation, insertion, and deletion. Furthermore, to solve the weight adjust problem automatically and to reflect user’s perceptual subjectivity to the system, we incorporate relevance feedback mechanism into our similarity measure process.
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References
Bimbo, A. D., Visual Information Retrieval, Morgan Kaufmann Publishers, Inc. San Francisco, California, (2001).
Ma, W. Y., Manjunath, B. S., 1997. Netra: A toolbox for navigating large image Database, In Proc., Int. Conference on Image Processing, (1997) vol. 1, pp. 568–571.
Carson, M. Thomas, S. et al., Blobworld: A system for region-based image indexing and retrieval. In Proc. Int. Conf. Visual Inf. Sys, (1999) pp. 509–516.
Ko, B. C., Lee, H. S., Byun, H., Region-based Image Retrieval System Using Efficient Feature Description. In proceedings of the 15th ICPR., Sept., Spain, (2000) vol. 4, pp: 283–286.
Xu. Y., Duygulu, P., Saber, E., Tekalp, A. M., and Yarman-Vural, F. T. Object Based Image Retrieval Based on Multi-Level Segmentation. IEEE Int. Conf. On Acoustics, Speech, and Signal Processing (ICASSP), (2000) vol. 4, pp. 2019–2022.
Moghaddam, B., Biermann, H. and Margaritis, D., Defining Image Content with Multiple Regions-of-Interest. IEEE Workshop on CBAIVL, (1999) pp. 89–93.
Tian, Q., Wu Y., Thomas S., Combine User Defined Region-of-Interest and Spatial Layout For Image Retrieval. In Proc. IEEE ICIP, (2000) vol. 3. pp. 746–749.
Chang, S.-K., Shi, Q. Y. and Yan, C.Y., Iconic indexing by 2-D string. IEEE Trans. on PAMI.,(1987) 9(3), pp. 413–28.
Bimbo, A. D. and Vicario, E., Using weighted spatial relationship in retrieval by visual content. IEEE Workshop on CBAIVL, (1998) June.
Smith, J. R. and Li, C. S., Image Classification and Querying Using Composite Region Templates. Computer Vision and Image Understanding, (1999) vol. 75, pp. 165–174.
Li, J., Wang, J. Z., Wiederhold G., IRM: Integrated Region Matching for Image Retrieval. ACM Multimedia, (2000) pp. 147–156.
Sim, D. G., Kwon, O. K. and Park R. H., Object Matching Algorithms Using Robust Hausdorff Distance Measures. IEEE Trans. on Image Processing, (1999) vol. 8, No. 3, March.
Dubuission, M. P. and Jain, A. K., A modified Hausdorff distance for object matching. In Proceeding of 12th ICPR, (1994) pp. 566–568, Oct.
Ko, B. C, Peng, J. and Byun, H., Region-Based Image Retrieval Using Probabilistic Feature Relevance Feedback. Pattern Analysis and Application (PAA), (2001) vol. 4, 174–184.
Daniel P. Huttenlocher, et al., Comparing Images Using the Hausdorff Distance. IEEE Trans. on PAMI, (1993) Vol. 15, no. 9, pp. 850–863.
Smith, J. R. and Chang, S. F., Integrated Spatial and Feature Image Query. Multimedia systems journal, (1999) vol. 7, no. 2, pp. 129–140, March.
Ko, B.C, Lee, H. S and Byun H., Flexible subblock for Visual Information Retrieval, IEE Electronic letters, (2000) vol. 36, no1. pp. 24–25, January.
Swain, M. J., Interactive indexing into image database. Proceeding of SPIE: Storage and Retrieval Image and Video Database, (1993) pp. 95–103, Feb.
Sideney B., Ramesh A. G., Haitao G., Introduction Wavelets and Wavelet Transforms, A primer, Prentice-Hall, (1998).
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Ko, B., Byun, H. (2002). Multiple Regions and Their Spatial Relationship-Based Image Retrieval. In: Lew, M.S., Sebe, N., Eakins, J.P. (eds) Image and Video Retrieval. CIVR 2002. Lecture Notes in Computer Science, vol 2383. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-45479-9_9
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DOI: https://doi.org/10.1007/3-540-45479-9_9
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