Abstract
We present a novel image indexing and retrieval system based on object contour description. Extended curvature scale space (CSS) descriptors composed of both local and global features are used to represent and index concave and convex object shapes. These features are size, rotation, and translation invariant. The index is saved into an XML database conforming to the MPEG7 standard. Our system contains a graphical user interface that allows a user to search a database using either sample or user-drawn shapes. The system was tested using two image databases: the Tunisian National Library (TNL) database containing 430 color and gray-scale images of historic documents, mosaics, and artifacts; and the Squid dataset containing 1100 contour images of fish. Recall and precision rates of 94% and 87%, respectively, were achieved on the TNL database and 71% and 86% on the Squid database. Average response time to a query is about 2.55 sec on a 2.66 GHz Pentium-based computer with 256 Mbyte of RAM.
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Berretti, S., Del Bimbo, A., Pala, P.: Retrieval by Shape Similarity with Perceptual Distance and Effective Indexing. IEEE Transactions on Multimedia 2, 225–239 (2000)
Berretti, S., Del Bimbo, A., Pala, P.: Efficient Matching and Indexing of Graph Models in Content-Based Retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence 23, 1089–1105 (2001)
Faloutsos, C., Barber, R., Flickner, M., Flickner, J., Niblack, W., Petkovic, D., Equitz, W.: Efficient and Effective Querying by Image Content. J. Intelligent Information Systems 3, 231–262 (1994)
Pentland, A., Picard, R.W., Sclaroff, S.: Photobook: Tools for Content-Based Manipulation of Image Databases. In: SPIE Proc. Storage and Retrieval for Image and Video Databases II, vol. 2185, pp. 34–47 (1994)
Schomaker, L., Vuurpijl, L., Deleau, E.: New Use for the Pen: Outline-Based Image Queries. In: Proc. of the 5th International Conference on Document Analysis and Recognition (ICDAR), Piscataway (NJ), pp. 293–296 (1999)
Vuupijl, L., Shomaker, L., Broek, E.: Vind(x): Using the User Through Cooperative Annotation. In: Proc. of the 8th International Workshop on Frontiers in Handwriting Recognition (IWFHR.8), pp. 221–225 (2002)
Teague, M.R.: Image Analysis Via the General Theory of Moments. Optical Soc. Am. 70, 920–930 (1980)
Mokhtarian, F., Abbasi, S., Kittler, J.: Efficient and Robust Retrieval By Shape Through Curvature Scale Space. In: Proc. First International Workshop on Image Databases and Multimedia Search, pp. 35–42 (1996)
Mokhtarian, F., Abbasi, S., Kittler, J.: Robust and Efficient Shape Indexing Through Curvature Scale Space. In: Proc. British Machine Vision Conference, pp. 53–62 (1996)
Kopf, S., Haenselmann, T., Effelsberg, W.: Shape-Based Posture Recognition in Videos. In: Proc. Electronic Image, vol. 5682, pp. 114–124 (2005)
National Library of Tunisia, http://www.bibliotheque.nat.tn
Alimi, A.M.: Evolutionary Computation for the Recognition of On-Line Cursive Handwriting. IETE Journal of Research, Special Issue on Evolutionary Computation in Engineering Sciences 48, 385–396 (2002)
Boussellaa, W., Zahour, A., Alimi, A.M.: A Methodology for the Separation of Foreground/Background in Arabic Historical Manuscripts using Hybrid Methods. In: Proc. 22nd Annual Symposium on Applied Computing, Document Engineering Track (2007)
Zaghden, N., Charfi, M., Alimi, A.M.: Optical Font Recognition Based on Global Texture Analysis. In: Proc. International Conference on Machine Intelligence, pp. 712–717 (2005)
Maghrebi, W., Khabou, M.A., Alimi, A.M.: A System for Indexing and Retrieving Historical Arabic Documents Based on Fourier Descriptors. In: Proc. International Conference on Machine Intelligence, pp. 701–704 (2005)
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Maghrebi, W., Borchani, A., Khabou, M.A., Alimi, A.M. (2008). A System for Historic Document Image Indexing and Retrieval Based on XML Database Conforming to MPEG7 Standard. In: Liu, W., Lladós, J., Ogier, JM. (eds) Graphics Recognition. Recent Advances and New Opportunities. GREC 2007. Lecture Notes in Computer Science, vol 5046. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-88188-9_12
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DOI: https://doi.org/10.1007/978-3-540-88188-9_12
Publisher Name: Springer, Berlin, Heidelberg
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