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Retrieving 3D shapes based on their appearance

Published: 07 November 2003 Publication History

Abstract

In this paper, we propose an algorithm for shape-similarity comparison and retrieval of 3D shapes defined as polygon soup. One of the issues in comparing 3D shapes is the diversity of shape representations used to represent these "3D" shapes. While a solid model is well-defined and is easier to handle, others such as polygon soup poses many problems. In fact, a polygon soup 3D model most often does not define a 3D shape, but merely an illusion of "3D shape-ness" by its collection of independent polygons, lines, and manifold meshes. The most significant feature of our 3D shape similarity comparison method is that it accepts polygon soup and other ill-defined 3D models. Our approach is to use the rendered appearance only of the model as the basis for shape similarity comparison. Our method removes scale and positional degrees-of-freedom by using normalization, and the three rotational degrees of freedom by using a combination of discrete sampling of solid angles and a rotation-invariant 2D image similarity comparison algorithm. Evaluation experiments showed that, despite its simplicity, our approach worked quite well despite its simplicity.

References

[1]
M. Ankerst, G. Kastenmuller, H-P. Kriegel, T. Seidl, 3D Shape Histogram for Similarity Search and Classification in Spatial Databases, Proc. Int'l Symp. Spatial Databases (SSD '99), Hong Kong, China, July 1999.
[2]
J. Corney, H. Rea, D. Clark, John Pritchard, M. Breaks, R. MacLeod, Coarse Filter for Shape Matching, IEEE CG&A, pp. 65--73, May/June, 2002.
[3]
Herbert Edelsbrunner, Ernst P. Mücke, Three-dimensional Alpha Shapes, ACM TOG, 13(1), pp. 43--72, (1994)
[4]
M. Elad, A. Tal, S. Ar., Content Based Retrieval of VRML Objects - An Iterative and Interactive Approach, Proc. 6th Eurographics workshop on Multimedia, Manchester, UK., September 2001.
[5]
T. Funkhouser, P. Min, M. Kazhdan, J. Chen, A. Halderman, D. Dobkin, D. Jacobs, A search engine for 3D models, ACM TOGS, 22(1), pp. 83--105, (January, 2003).
[6]
M. Hilaga, Y. Shinagawa, T. Kohmura, and T. Kunii. Topology Matching for Fully Automatic Similarity Estimation of 3D Shapes. Proc. SIGGRAPH 2001, pp. 203--212, Los Angeles, USA. 2001.
[7]
Takeo Igarashi, Hidehiko Tanaka, Satoshi Matusoka, Teddy: A Sketching Interface for 3D Freeform Design, Proc. SIGGRAPH '99, pp. 409--416, 1999.
[8]
D. Keim, Efficient Geometry-based Similarity Search of 3D Spatial Databases, Proc. ACM SIGMOD Int. Conf. On Management of Data, pp. 419--430, Philadelphia, PA, 1999.
[9]
D. McWherter, M. Peabody, W. Regli, A. Shokoufandeh, Transformation Invariant Shape Similarity Comparison of Solid Models, Proc. ASME DETC `2001, September 2002, Pittsburgh, Pennsylvania.
[10]
Patrick Min, John A. Halderman, Michael Kazhdan, Thomas A. Funkhouser, Early Experiences with a 3D Model Search Engine, proc. Web3D 2003, pp. 101--112, Saint Malo, France, March 2003.
[11]
S. Mukai, S. Furukawa, M. Kuroda, An Algorithm for Deciding Similarities of 3-D Objects, Proc. ACM Symposium on Solid Modelling and Applications 2002, Saarbrücken, Germany, June 2002.
[12]
M. Novotni, R. Klein. A Geometric Approach to 3D Object Comparison. Proc. Int'l Conf. on Shape Modeling and Applications 2001, pp. 167--175, Genova, Italy, May, 2001.
[13]
R. Ohbuchi, T. Otagiri, M. Ibato, T. Takei, Shape-Similarity Search of Three-Dimensional Models Using Parameterized Statistics, proc. Pacific Graphics 2002, pp. 265--274, October 2002, Beijing, China.
[14]
R. Ohbuchi, T. Minamitani, T. Takei, Shape-Similarity Search of 3D Models by using Enhanced Shape Functions, accepted, proc. Theory and Practice of Computer Graphics 2003 (TP.CG.03), Birmingham, U.K., June 2003.
[15]
R. Ohbuchi, T. Takei, Shape-Similarity Comparison of 3D Models Using Alpha Shapes, to appear, proc. Pacific Graphics 2003, October 2003, Canmore, Canada.
[16]
R. Osada, T. Funkhouser, B. Chazelle, D. Dobkin. Matching 3D Models with Shape Distributions. Proc. Int'l Conf. on Shape Modeling and Applications 2001, pp. 154--166, Genova, Italy, May, 2001.
[17]
R. Osada, T. Funkhouser, Bernard Chazelle, and David Dobkin Shape Distributions, ACM TOGS, 21(4), pp. 807--832, (October 2002).
[18]
E. Paquet and M. Rioux, Nefertiti: a Query by Content Software for Three-Dimensional Databases Management, Proc. Int'l Conf. on Recent Advances in 3-D Digital Imaging and Modeling, pp. 345--352, Ottawa, Canada, May 12--15, 1997.
[19]
E. Paquet, A. Murching, T. Naveen, A. Tabatabai, M. Roux. Description of shape information for 2-D and 3-D objects, Signal Processing: Image Communication, 16:103--122, 2000.
[20]
W. Regli, V. Cicirello, Managing Digital Libraries for Computer-Aided Design, Computer Aided Design, pp. 110--132, Vol. 32, No. 2, 2000.
[21]
M. T. Suzuki, T. Kato, H. Tsukune. 3D Object Retrieval based on subject measures, Proc. 9th Int'l Conf. and Workshop on Database and Expert Systems Applications (DEXA98), pp. 850--856, IEEE-PR08353, Vienna, Austria, Aug. 1998.
[22]
M. T. Suzuki, T. Kato, N. Otsu. A similarity retrieval of 3D polygonal models using rotation invariant shape descriptors. IEEE Int. Conf. on Systems, Man, and Cybernetics (SMC2000), Nashville, Tennessee, pp. 2946--2952, 2000.
[23]
R. C. Veltkamp. Shape Matching: Similarity Measures and Algorithms, invited talk, Proc. Int'l Conf. on Shape Modelling and Applications 2001, pp. 188--197, Genova, Italy, May, 2001.
[24]
D. V. Vranić, D. Saupe, and J. Richter. Tools for 3D-object retrieval: Karhunen-Loeve Transform and spherical harmonics. Proc. IEEE 2001 Workshop on Multimedia Signal Processing, Cannes, France, pp. 293--298, October 2001.
[25]
T. Zaharia, F. Préteux, Three-dimensional shape-based retrieval within the MPEG-7 framework, Proc. SPIE Conference 4304 on Nonlinear Image Processing and Pattern Analysis XII, San Jose, CA, January 2001, pp. 133--145.
[26]
T. Zaharia, F. Préteux, Shape-based retrieval of 3D mesh models, Proc. IEEE ICME 2002, Lausanne, Switzerland, August 2002.
[27]
D. S. Zhang, G. Lu, Shape-based image retrieval using generic Fourier descriptor, Signal Processing: Image Communication, 17(10), pp. 825--848, (November, 2002).

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cover image ACM Conferences
MIR '03: Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
November 2003
281 pages
ISBN:1581137788
DOI:10.1145/973264
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 07 November 2003

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Author Tags

  1. depth map
  2. geometric modeling
  3. polygon soup
  4. polygonal mesh
  5. shape similarity search
  6. three-dimensional models

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  • (2023)Coeus: A Universal Search Engine for Additive ManufacturingIEEE Access10.1109/ACCESS.2023.327189011(45657-45671)Online publication date: 2023
  • (2023)Similarity Evaluation Method of Robotic Cow-Nosed Ray Based on Shape Context AlgorithmProceedings of 2022 International Conference on Autonomous Unmanned Systems (ICAUS 2022)10.1007/978-981-99-0479-2_43(456-465)Online publication date: 10-Mar-2023
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