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3-D Shape Descriptors and Distance Metrics for Content-Based Artefact Retrieval

Goodall, S., Lewis, P. and Martinez, K. (2005) 3-D Shape Descriptors and Distance Metrics for Content-Based Artefact Retrieval. In: Storage and Retrieval Methods and Applications for Multimedia 2005, 16-20 January 2005, San Jose, California, USA. pp. 87-97.

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Abstract

The growing number of large multimedia collections has led to an increased interest in content-based retrieval research. Applications of content-based techniques to image retrieval is an active research area but much less work has been reported on content-based retrieval of 3-D objects in a multimedia database context. Increasingly such objects are being captured and added to multimedia collections and the European project, SCULPTEUR, is developing a museum information system which includes the introduction of facilities for content-based retrieval of the 3-D representations.

This paper provides a comparison and evaluation of a range of 3-D shape descriptors and distance metrics which have been introduced into the SCULPTEUR project to demonstrate their use for content-based retrieval applications.

Results show that while particular descriptors and distance metrics provide good overall performance, it can be more appropriate to choose different descriptors for different search tasks.

Item Type:Conference or Workshop Item
Creator/Authors:
Simon Goodall
Paul Lewis
Kirk Martinez
Editors:
Rainer W. Lienhart
Norboru Babaguchi
Edward Y. Chang
Keywords:SCULPTEUR, content-based retrieval, Princeton Shape Benchmark, 3-D, performance, descriptor, metric, museum
Research Group:Current ECS Groups > Web and Internet Science
Old ECS Groups > Intelligence, Agents, Multimedia
ISSN:0277-0786X
ISBN:0-8194-5655-1
Date:2005
Information about this record:
Performance Indicator:EZ~03~03~04
Citations:Google Scholar: 6
Downloads (2010):99
ID Code:10365
Last Modified:23 Sep 2011 10:31
Deposited On:27 Jan 2005 by Goodall, Simon

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References in Article

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[1] S. Goodall, P. H. Lewis, K. Matrinez, P. A. S. Sinclair, F. Giorgini, M. J. Addis, M. J. Boniface, C. Lahanier, and J. Stevenson, ``SCULPTEUR: Multimedia Retrieval for Museums,'' in Image and Video Retrieval: Third International Conference, CIVR 2004), pp. 638-646, (Dublin, Ireland), July 2004.

[2] P. H. Lewis, K. Martinez, F. S. Abas, M. F. A. Fauzi, S. C. Y. Chan, M. J. Addis, M. J. Boniface, P. Grimwood, A. Stevenson, C. Lahanier, and J. Stevenson, ``An Integrated Content and Metadata Based Retrieval System for Art,'' IEEE Transactions on Image Processing 13, pp. 302-313, March 2003.

[3] N. Crofts, I. Dionissiadou, M. Doerr, and M. Stiff, ``Definition of the CIDOC Object-Orientated Conceptual Reference Model, v.3.1,'' July 2001.

[4] S. Kim, P. Lewis, K. Martinez, and S. Goodall, ``Question Answering Towards Automatic Augmentations of Ontology Instances,'' in Proceedings of the First European Semantic Web Symposium, pp. 152-166, Springer, (Heraklion, Crete), May 2004.

[5] P. Shilane, P. Min, M. Kazhdan, and T. Funkhouser, ``The Princeton Shape Benchmark,'' in Shape Modeling International (SMI04), pp. 167-178, (Genova, Italy), June 2004.

[6] T. Funkhouser, P. Min, M. Kazhdan, J. Chen, A. Halderman, D. Dobkin, and D. Jacobs, ``A search engine for 3D models,'' ACM Transactions on Graphics 22, pp. 83-105, Janurary 2003.

[7] R. Osada, T. Funkhouser, B. Chazelle, and D. Dobkin, ``Matching 3D Models with Shape Distributions,'' in Shape Modeling International, pp. 154-166, (Genova, Italy), May 2001.

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[10] T. Tung and F. Schmitt, ``Augmented Reeb Graphs for Content-Based Retrieval of 3D Mesh Models,'' in International COnference on Shape Modeling and Applications 2004, pp. 157-166, (Genova, Italy), June 2004.

[11] J. W. H. Tangelder and R. C. Veltkamp, ``A Survey of Content Based 3D Shape Retrieval Methods,'' in International Conference on Shape Modeling and Applications 2004, pp. 145-156, (Genova, Italy), June 2004.

[12] M. Ankerst, G. Kastenmüller, H.-P. Kriegel, and T. Seidl, ``Nearest Neighbor classification in 3D protein databases.,'' in 7th International Conference on Intelligent Systems for Molecular Biology (ISMB'99), pp. 34-43, AAAI Press, (Heidelberg, Germany), 1999.

[13] G. Hetzel, B. Leibe, P. Levi, and B. Schiele, ``3D Object Recognition from Range Images using Local Feature Histograms,'' in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR'01), 2, pp. 394-399, (Kauai Island, Hawaii), December 2001.

[14] K. Järvelin and J. Kekäläinen, ``IR evaluation methods for retrieving highly relevant documents,'' in Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, pp. 41-48, ACM Press, (Athens, Greece), 2000.

[15] C. J. van Rijsbergen, Information Retrieval, Butterworths, 1975.

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