Abstract
This paper describes the experiments used to investigate ways in which digitised trademark images can be visually clustered on a 2-D surface, using the topological properties of the self-organizing map. Experiments were carried out on a set of original and edge detected binary trademark images, as well as their moment invariants, angular radial transformations and wavelet feature vectors. A radial based precision-recall measure was also used to evaluate the results objectively. Initial results are encouraging.
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References
Jain A. K., Vailaya A., Shape-Based Retrieval: A Case Study With Trademark Image Databases, Pattern Recognition, Vol. 31, No. 9, p1369–1390 (1998).
Pentland A., Picard R. W., Sclaroff S., Photobook: Content-based manipulation of image databases, International Journal of Computer Vision, Vol. 18, No 3, p233–254 (1996).
Gonzales R. C, Woods R. E., Digital Image Processing, Addison-Wesley (1993).
Mehtre B. M., Kankanhalli M. S., Lee W. F., Shape Measures for Content Based Image Retrieval: a Comparison, Information Processing & Management, Vol. 33, No. 3, p319–337 (1997).
Hu M. K., Visual Pattern Recognition by Moment Invariants, IRE Transactions Information Theory, Vol. IT-8, p179–187 (1962).
Sikora T., The MPEG-7 Visual Standard for Content Description-An Overview, IEEE Transactions on Circuits and System for Video Technology, Vol. 11, No. 6, p696–702 (2001).
Teh C. H., Chin R. T., Image Analysis by Methods of Moment, IEEE Transactions of PAMI, Vol. 10, No 4, p496–513 (1988).
Rui Y., She A. C, Huang T. S., Modified Fourier descriptors for shape representation-a practical approach, Proceedings of the First International Workshop on Image Databases and Multi Media Search (1996).
Mallet S. G., A theory for multiresolution signal decomposition: the wavelet representation, IEEE Transactions of PAMI, Vol. 11, No. 7, p674–693 (1989).
Ravel S., Manmatha R., Multi-modal retrieval of trademark images using global similarity, Internal Report, University of Massachusetts, Amherst (1998).
Santini S., Jain R., The El Niño Database System, Proceedings of the IEEE International Conference on Multimedia Systems and Computing (June 1999).
Duda R. O., Hart P. E., Stork D. G., Pattern Classification, John Wiley & Sons (2001 2nd Edition).
Kohonen T., Self-Organizing Maps, Springer Verlag (2001 3rd Ed).
Eakins J. P., Broadman J. M., Graham M. E., Similarity Retrieval of Trademark Images, IEEE MultiMedia, April-June, p53–63 (1998).
Wang J. Z., Wiederhold G., Firschein, O., Wei S. X., Content-based image indexing and searching using Daubechies’ wavelets, International Journal on Digital Libraries, Vol. 1, p311–328 (1997).
Salton G., McGill M. J., Introduction to Modern Information Retrieval, McGraw-Hill. (1983).
Alwis S., Austin J., An Integrated Framework for Trademark Image Retrieval using Gestalt Features and CMM Neural Network, IEE Image Processing and its Application, Conference Publication No 465, p290–295 (1999).
Koskela M., Laaksonen J., Laakso S., Oja E., The PicSOM Retrieval System: Description and Evaluation, Proceedings of The Challenge of Image Retrieval, Third UK Conference on Image Retrieval, Brighton UK (2000).
Hodge V. J., Austin J., Hierarchical Growing Cell Structures: TreeGCS, IEEE Knowledge and Data Engineering, Vol. 13, No 2 March/April (2001).
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Hussain, M., Eakins, J., Sexton, G. (2002). Visual Clustering of Trademarks Using the Self-Organizing Map. 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_16
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DOI: https://doi.org/10.1007/3-540-45479-9_16
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