Orthogonal moment-based descriptors for pose shape query on 3D point cloud patches
When 3D sensors such as Light Detection and Ranging (LIDAR) are employed in targeting and recognition of human actions from both ground and aerial platforms, the corresponding point clouds of body shape often comprise low-resolution, disjoint, and irregular patches of points resulted from self-occlu...
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| Published in | Pattern recognition Vol. 52; pp. 397 - 409 |
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| Format | Journal Article |
| Language | English |
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01.04.2016
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| Abstract | When 3D sensors such as Light Detection and Ranging (LIDAR) are employed in targeting and recognition of human actions from both ground and aerial platforms, the corresponding point clouds of body shape often comprise low-resolution, disjoint, and irregular patches of points resulted from self-occlusions and viewing angle variations. Many existing 3D shape descriptors designed for shape query and retrieval cannot work effectively with these degenerated point clouds because of their dependency on dense and smooth full-body scans. In this paper, a new degeneracy-tolerable, multi-scale 3D shape descriptor based on the discrete orthogonal Tchebichef moment is proposed as an alternative for single-view partial point cloud representation and characterization. To evaluate the effectiveness of our descriptor, named Tchebichef moment shape descriptor (TMSD), in human shape retrieval, we built a multi-subject pose shape baseline to produce simulated LIDAR captures at different viewing angles and conducted experiments of nearest neighbor search and point cloud reconstruction. The query results show that TMSD performs significantly better than the Fourier descriptor and is slightly better than the wavelet descriptor but more flexible to construct. In addition, we proposed a voxelization scheme that can achieve translation, scale, and resolution invariance, which may be less of a concern in the traditional full-body shape analysis but are crucial requirements for meaningful partial point cloud retrievals.
•New 3D Tchebichef moment shape descriptor for shape query of point cloud patches.•New voxelization scheme achieving translation, scale, and resolution invariance.•New simulated human pose shape dataset for performance assessment per viewing angle.•Demonstrated that native 3D shape analysis is superior to 2D depth image analysis. |
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| AbstractList | When 3D sensors such as Light Detection and Ranging (LIDAR) are employed in targeting and recognition of human actions from both ground and aerial platforms, the corresponding point clouds of body shape often comprise low-resolution, disjoint, and irregular patches of points resulted from self-occlusions and viewing angle variations. Many existing 3D shape descriptors designed for shape query and retrieval cannot work effectively with these degenerated point clouds because of their dependency on dense and smooth full-body scans. In this paper, a new degeneracy-tolerable, multi-scale 3D shape descriptor based on the discrete orthogonal Tchebichef moment is proposed as an alternative for single-view partial point cloud representation and characterization. To evaluate the effectiveness of our descriptor, named Tchebichef moment shape descriptor (TMSD), in human shape retrieval, we built a multi-subject pose shape baseline to produce simulated LIDAR captures at different viewing angles and conducted experiments of nearest neighbor search and point cloud reconstruction. The query results show that TMSD performs significantly better than the Fourier descriptor and is slightly better than the wavelet descriptor but more flexible to construct. In addition, we proposed a voxelization scheme that can achieve translation, scale, and resolution invariance, which may be less of a concern in the traditional full-body shape analysis but are crucial requirements for meaningful partial point cloud retrievals.
•New 3D Tchebichef moment shape descriptor for shape query of point cloud patches.•New voxelization scheme achieving translation, scale, and resolution invariance.•New simulated human pose shape dataset for performance assessment per viewing angle.•Demonstrated that native 3D shape analysis is superior to 2D depth image analysis. |
| Author | Chung, Soon M. Cheng, Huaining |
| Author_xml | – sequence: 1 givenname: Huaining surname: Cheng fullname: Cheng, Huaining email: huaining.cheng@wpafb.af.mil – sequence: 2 givenname: Soon M. surname: Chung fullname: Chung, Soon M. email: soon.chung@wright.edu |
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| Cites_doi | 10.1364/JOSAA.11.001748 10.1007/3-540-48482-5_14 10.1117/12.586762 10.1145/1899404.1899405 10.1109/34.625113 10.1007/s00371-013-0815-3 10.1109/TIP.2004.828430 10.1016/j.neucom.2012.06.031 10.1007/3-540-45479-9_24 10.1016/S0923-5965(00)00020-5 10.1007/s10208-004-0145-y 10.1111/j.1467-8659.2009.01515.x 10.1109/TSMCC.2011.2104950 10.1016/j.patcog.2009.04.024 10.1109/ICIP.2003.1247355 10.1007/s10044-002-0183-5 10.1007/978-3-642-03767-2_92 10.1364/JOSA.70.000920 10.1016/j.cad.2004.01.005 10.1198/jasa.2009.0121 10.1137/1.9781611970104 10.1109/TIT.1962.1057692 10.1145/571647.571648 10.1109/34.485554 10.1109/83.941859 10.1109/ICCVW.2011.6130444 10.1109/PROC.1984.13073 10.1109/SMI.2006.39 10.1007/3-540-49257-7_15 10.1109/ICIP.2005.1529932 10.1109/CVPR.2009.5206748 10.1109/TPAMI.2009.25 10.1007/3-540-44503-X_27 10.1109/CVPR.1996.517122 10.1109/34.3913 10.1109/34.765655 10.1016/j.cad.2005.10.011 10.1109/TPAMI.2003.1233902 10.1016/j.patrec.2007.02.009 |
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| Keywords | Tchebichef moment Wavelet transform Point cloud 3D shape retrieval 3D shape descriptor Fourier transform LIDAR 3D shape reconstruction |
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| References | Teague (bib34) 1980; 70 A. B. Hamza and H. Krim, Probabilistic shape descriptor for triangulated surfaces, in: Proceedings of IEEE International Conference Image Processing, 2005, pp. 1041–1044. Osada, Funkhouser, Chazelle, Dobkin (bib9) 2002; 21 N. Sebe, N. Huijsmans, Q. Tian, T. Gevers, Toward complete performance characterization in content-based retrieval, in: Proceedings of SPIE 5670, Internet Imaging VI, 2005, pp. 213–224. R.M. Rustamov, Laplace-Beltrami eigenfunctions for deformation invariant shape representation, in: Proceedings of Eurographics Symposium Geometry Processing, 2007, pp. 225–233. Papakostas, Koulouriotis, Karakasis, Tourassis (bib39) 2013; 99 Johnson, Hebert (bib16) 1999; 21 Available at Reuter, Wolter, Peinecke (bib20) 2006; 38 M. Aubry, U. Schlickewei, D. Cremers, The wave kernel signature: A quantum mechanical approach to shape analysis, in: Proceedings of IEEE International Conference Computer Vision Workshops, 2011, pp. 1626–1633. M. Körtgen, G.-J. Park, M. Novotni, R. Klein, 3D shape matching with 3D shape contexts, in: Proceedings of the 7th Central European Seminar on Computer Graphics, 2003. Mémoli, Sapiro (bib24) 2005; 5 Akgűl, Sankur, Yemez, Schmitt (bib18) 2009; 31 Novotni, Klein (bib37) 2004; 36 Chong, Raveendram, Mukundan (bib40) 2003; 6 Cohen, Guibas (bib45) 1997 P.A. de Alarcόn, A.D. Pascual-Montano, J.M. Carazo, Spin images and neural networks for efficient content-based retrieval in 3D object databases, in: Proceedings of International Conference Image and Video Retrieval, 2002, pp. 225–234. D.V. Vranić, An improvement of rotation invariant 3D shape descriptor based on functions on concentric spheres, in Proceedings of IEEE International Conference Image Processing, 2003, pp. 757–760. M. Kazhdan, T. Funkhouser, S. Rusinkiewicz, Rotation invariant spherical harmonic representation of 3D shape descriptors, in: Proceedings of Eurographics Symposium Geometry Processing, 2003, pp. 156–165. Li, Hamza (bib32) 2013; 29 Sheng, Shen (bib36) 1994; 11 Elad, Kimmel (bib22) 2003; 25 Sun, Ovsjanikov, Guibas (bib25) 2009; 28 Liao, Pawlak (bib38) 1996; 18 Mukundan, Ong, Lee (bib3) 2001; 10 Teh, Chin (bib35) 1988; 10 Mademlis, Daras, Tzovaras, Strintzis (bib8) 2009; 42 Horn (bib12) 1984; 72 Chihara (bib41) 1978 Dorai, Jain (bib14) 1997; 19 H. Laga, H. Takahashi, M. Nakajima, Spherical wavelet descriptors for content-based 3D model retrieval, in: Proceedings of IEEE International Conference Shape Modeling and Applications, 2006, pp. 15–25. . D. Smeets, T. Fabry, J. Hermans, D. Vandermeulen, P. Suetens, Isometric deformation modeling for object recognition, in: Proceedings of International Conference Computer Analysis of Images and Patterns, 2009, pp. 757–765. M. Ankerst, G. Kastenmüller, H.-P. Kriegel, T. Seidl, 3D shape histograms for similarity search and classification in spatial databases, in Proceedings of International Symposium Spatial Databases, 1999, pp. 207–226. Chen, Bhanu (bib15) 2007; 28 I. Daubechies, Ten Lectures on Wavelets (CBMS-NSF Regional Conference Series in Applied Mathematics), SIAM, 1992. K. Beyer, J. Goldstein, R. Ramakrishnan, U. Shaft, When is nearest neighbor meaningful? in: Proceedings of International Conference Database Theory, 1999, pp. 217–235. Mukundan (bib4) 2004; 13 H.-Y. Shum, M. Hebert, K. Ikeughi, On 3D shape similarity, in: Proceedings of IEEE Conference Computer Vision and Pattern Recognition, 1996, pp. 526–531. A. Zaharescu, E. Boyer, K. Varanasi, R. Horaud, Surface feature detection and description with applications to mesh matching, in: Proceedings of IEEE Conference Computer Vision and Pattern Recognition, 2009, pp. 373–380. Hu (bib33) 1962; 8 D.V. Vranić, D. Saupe, 3D shape descriptor based on 3D Fourier transform, in: Proceedings of EURASIP Conference Digital Signal Processing for Multimedia Communication and Services, 2001, pp. 271–274. Johnstone, Lu (bib11) 2009; 104 C. C. Aggarwal, A. Hinneburg, D. Keim, On the surprising behavior of distance metrics in high dimensional space, in: Proceedings of International Conference Database Theory, 2001, pp. 420–434. Tang, Liu, Cheng, Robinette (bib2) 2011; 41 Bronstein, Bronstein, Guibas, Ovsjanikov (bib26) 2011; 30 Paquet, Murching, Naveen, Tabatabai, Rioux (bib5) 2000; 16 10.1016/j.patcog.2015.09.028_bib42 Mademlis (10.1016/j.patcog.2015.09.028_bib8) 2009; 42 Teague (10.1016/j.patcog.2015.09.028_bib34) 1980; 70 10.1016/j.patcog.2015.09.028_bib44 10.1016/j.patcog.2015.09.028_bib21 10.1016/j.patcog.2015.09.028_bib43 10.1016/j.patcog.2015.09.028_bib46 Tang (10.1016/j.patcog.2015.09.028_bib2) 2011; 41 Dorai (10.1016/j.patcog.2015.09.028_bib14) 1997; 19 10.1016/j.patcog.2015.09.028_bib23 Osada (10.1016/j.patcog.2015.09.028_bib9) 2002; 21 10.1016/j.patcog.2015.09.028_bib28 10.1016/j.patcog.2015.09.028_bib27 Liao (10.1016/j.patcog.2015.09.028_bib38) 1996; 18 10.1016/j.patcog.2015.09.028_bib29 Akgűl (10.1016/j.patcog.2015.09.028_bib18) 2009; 31 Sun (10.1016/j.patcog.2015.09.028_bib25) 2009; 28 Sheng (10.1016/j.patcog.2015.09.028_bib36) 1994; 11 Li (10.1016/j.patcog.2015.09.028_bib32) 2013; 29 Papakostas (10.1016/j.patcog.2015.09.028_bib39) 2013; 99 Johnstone (10.1016/j.patcog.2015.09.028_bib11) 2009; 104 10.1016/j.patcog.2015.09.028_bib31 Chen (10.1016/j.patcog.2015.09.028_bib15) 2007; 28 10.1016/j.patcog.2015.09.028_bib30 Horn (10.1016/j.patcog.2015.09.028_bib12) 1984; 72 Bronstein (10.1016/j.patcog.2015.09.028_bib26) 2011; 30 10.1016/j.patcog.2015.09.028_bib10 10.1016/j.patcog.2015.09.028_bib13 Mukundan (10.1016/j.patcog.2015.09.028_bib3) 2001; 10 10.1016/j.patcog.2015.09.028_bib1 10.1016/j.patcog.2015.09.028_bib17 Novotni (10.1016/j.patcog.2015.09.028_bib37) 2004; 36 10.1016/j.patcog.2015.09.028_bib19 Johnson (10.1016/j.patcog.2015.09.028_bib16) 1999; 21 Elad (10.1016/j.patcog.2015.09.028_bib22) 2003; 25 Cohen (10.1016/j.patcog.2015.09.028_bib45) 1997 Mukundan (10.1016/j.patcog.2015.09.028_bib4) 2004; 13 Mémoli (10.1016/j.patcog.2015.09.028_bib24) 2005; 5 Chong (10.1016/j.patcog.2015.09.028_bib40) 2003; 6 Chihara (10.1016/j.patcog.2015.09.028_bib41) 1978 Teh (10.1016/j.patcog.2015.09.028_bib35) 1988; 10 10.1016/j.patcog.2015.09.028_bib6 Hu (10.1016/j.patcog.2015.09.028_bib33) 1962; 8 10.1016/j.patcog.2015.09.028_bib7 Paquet (10.1016/j.patcog.2015.09.028_bib5) 2000; 16 Reuter (10.1016/j.patcog.2015.09.028_bib20) 2006; 38 |
| References_xml | – reference: D.V. Vranić, D. Saupe, 3D shape descriptor based on 3D Fourier transform, in: Proceedings of EURASIP Conference Digital Signal Processing for Multimedia Communication and Services, 2001, pp. 271–274. – reference: A. B. Hamza and H. Krim, Probabilistic shape descriptor for triangulated surfaces, in: Proceedings of IEEE International Conference Image Processing, 2005, pp. 1041–1044. – volume: 18 start-page: 254 year: 1996 end-page: 266 ident: bib38 article-title: On image analysis by moments publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – reference: M. Kazhdan, T. Funkhouser, S. Rusinkiewicz, Rotation invariant spherical harmonic representation of 3D shape descriptors, in: Proceedings of Eurographics Symposium Geometry Processing, 2003, pp. 156–165. – volume: 16 start-page: 103 year: 2000 end-page: 122 ident: bib5 article-title: Description of shape information for 2D and 3D objects publication-title: Signal Process. Image Commun. – reference: M. Körtgen, G.-J. Park, M. Novotni, R. Klein, 3D shape matching with 3D shape contexts, in: Proceedings of the 7th Central European Seminar on Computer Graphics, 2003. – reference: Available at 〈 – volume: 41 start-page: 898 year: 2011 end-page: 908 ident: bib2 article-title: Gender recognition using 3-D human body shapes publication-title: IEEE Trans. Syst. Man Cybern. Part C: Appl. Rev. – volume: 72 start-page: 1671 year: 1984 end-page: 1686 ident: bib12 article-title: Extended Gaussian image publication-title: Proc. IEEE – volume: 28 start-page: 1383 year: 2009 end-page: 1392 ident: bib25 article-title: A concise and provably informative multi-scale signature based on heat diffusion publication-title: Comput. Graph. Forum – volume: 104 start-page: 682 year: 2009 end-page: 693 ident: bib11 article-title: On consistency and sparsity for principal components analysis in high dimensions publication-title: J. Am. Stat. Assoc. – volume: 38 start-page: 342 year: 2006 end-page: 366 ident: bib20 article-title: Laplace-Beltrami spectra as Shape-DNA of surfaces and solids publication-title: Comput. Aided Des. – reference: M. Ankerst, G. Kastenmüller, H.-P. Kriegel, T. Seidl, 3D shape histograms for similarity search and classification in spatial databases, in Proceedings of International Symposium Spatial Databases, 1999, pp. 207–226. – reference: D. Smeets, T. Fabry, J. Hermans, D. Vandermeulen, P. Suetens, Isometric deformation modeling for object recognition, in: Proceedings of International Conference Computer Analysis of Images and Patterns, 2009, pp. 757–765. – volume: 6 start-page: 176 year: 2003 end-page: 184 ident: bib40 article-title: The scale invariants of pseudo-Zernike moments publication-title: Pattern Anal. Appl. – volume: 11 start-page: 1748 year: 1994 end-page: 1757 ident: bib36 article-title: Orthogonal Fourier–Mellin moments for invariant pattern recognition publication-title: J. Opt. Soc. Am. – year: 1978 ident: bib41 article-title: An Introduction to Orthogonal Polynomials – reference: M. Aubry, U. Schlickewei, D. Cremers, The wave kernel signature: A quantum mechanical approach to shape analysis, in: Proceedings of IEEE International Conference Computer Vision Workshops, 2011, pp. 1626–1633. – volume: 31 start-page: 1117 year: 2009 end-page: 1133 ident: bib18 article-title: 3D model retrieval using probability density-based shape descriptors publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 36 start-page: 1047 year: 2004 end-page: 1062 ident: bib37 article-title: Shape retrieval using 3D Zernike descriptors publication-title: Comput. Aided Des. – reference: N. Sebe, N. Huijsmans, Q. Tian, T. Gevers, Toward complete performance characterization in content-based retrieval, in: Proceedings of SPIE 5670, Internet Imaging VI, 2005, pp. 213–224. – volume: 99 start-page: 358 year: 2013 end-page: 371 ident: bib39 article-title: Moment-based local binary patterns: a novel descriptor for invariant pattern recognition applications publication-title: Neurocomputing – volume: 8 start-page: 179 year: 1962 end-page: 187 ident: bib33 article-title: Visual pattern recognition by moment invariants publication-title: IRE Trans. Inf. Theory – volume: 10 start-page: 1357 year: 2001 end-page: 1364 ident: bib3 article-title: Image analysis by Tchebichef moments publication-title: IEEE Trans. Image Process. – reference: H. Laga, H. Takahashi, M. Nakajima, Spherical wavelet descriptors for content-based 3D model retrieval, in: Proceedings of IEEE International Conference Shape Modeling and Applications, 2006, pp. 15–25. – reference: K. Beyer, J. Goldstein, R. Ramakrishnan, U. Shaft, When is nearest neighbor meaningful? in: Proceedings of International Conference Database Theory, 1999, pp. 217–235. – volume: 29 start-page: 513 year: 2013 end-page: 524 ident: bib32 article-title: A multi-resolution descriptor for deformable 3D shape retrieval publication-title: Vis. Comput. – reference: H.-Y. Shum, M. Hebert, K. Ikeughi, On 3D shape similarity, in: Proceedings of IEEE Conference Computer Vision and Pattern Recognition, 1996, pp. 526–531. – volume: 21 start-page: 433 year: 1999 end-page: 449 ident: bib16 article-title: Using spin images for efficient object recognition in cluttered 3d scenes publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 19 start-page: 1115 year: 1997 end-page: 1130 ident: bib14 article-title: COSMOS — a representation scheme for 3D free-form objects publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 42 start-page: 2447 year: 2009 end-page: 2459 ident: bib8 article-title: 3D object retrieval using the 3D shape impact descriptor publication-title: Pattern Recognit. – reference: R.M. Rustamov, Laplace-Beltrami eigenfunctions for deformation invariant shape representation, in: Proceedings of Eurographics Symposium Geometry Processing, 2007, pp. 225–233. – volume: 70 start-page: 920 year: 1980 end-page: 930 ident: bib34 article-title: Image analysis via the general theory of moments publication-title: J. Opt. Soc. Am. – reference: P.A. de Alarcόn, A.D. Pascual-Montano, J.M. Carazo, Spin images and neural networks for efficient content-based retrieval in 3D object databases, in: Proceedings of International Conference Image and Video Retrieval, 2002, pp. 225–234. – reference: . – reference: I. Daubechies, Ten Lectures on Wavelets (CBMS-NSF Regional Conference Series in Applied Mathematics), SIAM, 1992. – volume: 25 start-page: 1285 year: 2003 end-page: 1295 ident: bib22 article-title: On bending invariant signatures for surface publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 13 start-page: 1055 year: 2004 end-page: 1059 ident: bib4 article-title: Some computational aspects of discrete orthonormal moments publication-title: IEEE Trans. Image Process. – volume: 21 start-page: 807 year: 2002 end-page: 832 ident: bib9 article-title: Shape distributions publication-title: ACM Trans. Graph. – volume: 30 start-page: 1 year: 2011 end-page: 20 ident: bib26 article-title: Shape Google: geometric words and expressions for invariant shape retrieval publication-title: ACM Trans. Graph. – reference: D.V. Vranić, An improvement of rotation invariant 3D shape descriptor based on functions on concentric spheres, in Proceedings of IEEE International Conference Image Processing, 2003, pp. 757–760. – volume: 10 start-page: 496 year: 1988 end-page: 513 ident: bib35 article-title: On image analysis by the methods of moments publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – reference: C. C. Aggarwal, A. Hinneburg, D. Keim, On the surprising behavior of distance metrics in high dimensional space, in: Proceedings of International Conference Database Theory, 2001, pp. 420–434. – volume: 5 start-page: 313 year: 2005 end-page: 346 ident: bib24 article-title: A theoretical and computational framework for isometry invariant recognition of point cloud data publication-title: Found. Comput. Math. – volume: 28 start-page: 1252 year: 2007 end-page: 1262 ident: bib15 article-title: 3D free-form object recognition in range images using local surface patches publication-title: Pattern Recognit. Lett. – reference: A. Zaharescu, E. Boyer, K. Varanasi, R. Horaud, Surface feature detection and description with applications to mesh matching, in: Proceedings of IEEE Conference Computer Vision and Pattern Recognition, 2009, pp. 373–380. – year: 1997 ident: bib45 publication-title: The Earth Mover׳s Distance: Lower Bounds and Invariance Under Translation – volume: 11 start-page: 1748 issue: 6 year: 1994 ident: 10.1016/j.patcog.2015.09.028_bib36 article-title: Orthogonal Fourier–Mellin moments for invariant pattern recognition publication-title: J. Opt. Soc. Am. doi: 10.1364/JOSAA.11.001748 – ident: 10.1016/j.patcog.2015.09.028_bib6 doi: 10.1007/3-540-48482-5_14 – year: 1997 ident: 10.1016/j.patcog.2015.09.028_bib45 – ident: 10.1016/j.patcog.2015.09.028_bib46 doi: 10.1117/12.586762 – volume: 30 start-page: 1 issue: 1 year: 2011 ident: 10.1016/j.patcog.2015.09.028_bib26 article-title: Shape Google: geometric words and expressions for invariant shape retrieval publication-title: ACM Trans. Graph. doi: 10.1145/1899404.1899405 – volume: 19 start-page: 1115 issue: 10 year: 1997 ident: 10.1016/j.patcog.2015.09.028_bib14 article-title: COSMOS — a representation scheme for 3D free-form objects publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.625113 – volume: 29 start-page: 513 year: 2013 ident: 10.1016/j.patcog.2015.09.028_bib32 article-title: A multi-resolution descriptor for deformable 3D shape retrieval publication-title: Vis. Comput. doi: 10.1007/s00371-013-0815-3 – volume: 13 start-page: 1055 issue: 8 year: 2004 ident: 10.1016/j.patcog.2015.09.028_bib4 article-title: Some computational aspects of discrete orthonormal moments publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2004.828430 – volume: 99 start-page: 358 year: 2013 ident: 10.1016/j.patcog.2015.09.028_bib39 article-title: Moment-based local binary patterns: a novel descriptor for invariant pattern recognition applications publication-title: Neurocomputing doi: 10.1016/j.neucom.2012.06.031 – ident: 10.1016/j.patcog.2015.09.028_bib28 – ident: 10.1016/j.patcog.2015.09.028_bib17 doi: 10.1007/3-540-45479-9_24 – volume: 16 start-page: 103 year: 2000 ident: 10.1016/j.patcog.2015.09.028_bib5 article-title: Description of shape information for 2D and 3D objects publication-title: Signal Process. Image Commun. doi: 10.1016/S0923-5965(00)00020-5 – volume: 5 start-page: 313 issue: 3 year: 2005 ident: 10.1016/j.patcog.2015.09.028_bib24 article-title: A theoretical and computational framework for isometry invariant recognition of point cloud data publication-title: Found. Comput. Math. doi: 10.1007/s10208-004-0145-y – volume: 28 start-page: 1383 issue: 5 year: 2009 ident: 10.1016/j.patcog.2015.09.028_bib25 article-title: A concise and provably informative multi-scale signature based on heat diffusion publication-title: Comput. Graph. Forum doi: 10.1111/j.1467-8659.2009.01515.x – volume: 41 start-page: 898 issue: 6 year: 2011 ident: 10.1016/j.patcog.2015.09.028_bib2 article-title: Gender recognition using 3-D human body shapes publication-title: IEEE Trans. Syst. Man Cybern. Part C: Appl. Rev. doi: 10.1109/TSMCC.2011.2104950 – volume: 42 start-page: 2447 issue: 11 year: 2009 ident: 10.1016/j.patcog.2015.09.028_bib8 article-title: 3D object retrieval using the 3D shape impact descriptor publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2009.04.024 – ident: 10.1016/j.patcog.2015.09.028_bib29 doi: 10.1109/ICIP.2003.1247355 – volume: 6 start-page: 176 issue: 3 year: 2003 ident: 10.1016/j.patcog.2015.09.028_bib40 article-title: The scale invariants of pseudo-Zernike moments publication-title: Pattern Anal. Appl. doi: 10.1007/s10044-002-0183-5 – ident: 10.1016/j.patcog.2015.09.028_bib23 doi: 10.1007/978-3-642-03767-2_92 – volume: 70 start-page: 920 issue: 8 year: 1980 ident: 10.1016/j.patcog.2015.09.028_bib34 article-title: Image analysis via the general theory of moments publication-title: J. Opt. Soc. Am. doi: 10.1364/JOSA.70.000920 – volume: 36 start-page: 1047 issue: 11 year: 2004 ident: 10.1016/j.patcog.2015.09.028_bib37 article-title: Shape retrieval using 3D Zernike descriptors publication-title: Comput. Aided Des. doi: 10.1016/j.cad.2004.01.005 – volume: 104 start-page: 682 year: 2009 ident: 10.1016/j.patcog.2015.09.028_bib11 article-title: On consistency and sparsity for principal components analysis in high dimensions publication-title: J. Am. Stat. Assoc. doi: 10.1198/jasa.2009.0121 – year: 1978 ident: 10.1016/j.patcog.2015.09.028_bib41 – ident: 10.1016/j.patcog.2015.09.028_bib42 doi: 10.1137/1.9781611970104 – volume: 8 start-page: 179 issue: 2 year: 1962 ident: 10.1016/j.patcog.2015.09.028_bib33 article-title: Visual pattern recognition by moment invariants publication-title: IRE Trans. Inf. Theory doi: 10.1109/TIT.1962.1057692 – volume: 21 start-page: 807 issue: 4 year: 2002 ident: 10.1016/j.patcog.2015.09.028_bib9 article-title: Shape distributions publication-title: ACM Trans. Graph. doi: 10.1145/571647.571648 – ident: 10.1016/j.patcog.2015.09.028_bib30 – volume: 18 start-page: 254 issue: 3 year: 1996 ident: 10.1016/j.patcog.2015.09.028_bib38 article-title: On image analysis by moments publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.485554 – volume: 10 start-page: 1357 issue: 9 year: 2001 ident: 10.1016/j.patcog.2015.09.028_bib3 article-title: Image analysis by Tchebichef moments publication-title: IEEE Trans. Image Process. doi: 10.1109/83.941859 – ident: 10.1016/j.patcog.2015.09.028_bib27 doi: 10.1109/ICCVW.2011.6130444 – volume: 72 start-page: 1671 issue: 12 year: 1984 ident: 10.1016/j.patcog.2015.09.028_bib12 article-title: Extended Gaussian image publication-title: Proc. IEEE doi: 10.1109/PROC.1984.13073 – ident: 10.1016/j.patcog.2015.09.028_bib31 doi: 10.1109/SMI.2006.39 – ident: 10.1016/j.patcog.2015.09.028_bib1 – ident: 10.1016/j.patcog.2015.09.028_bib21 – ident: 10.1016/j.patcog.2015.09.028_bib43 doi: 10.1007/3-540-49257-7_15 – ident: 10.1016/j.patcog.2015.09.028_bib10 doi: 10.1109/ICIP.2005.1529932 – ident: 10.1016/j.patcog.2015.09.028_bib7 – ident: 10.1016/j.patcog.2015.09.028_bib19 doi: 10.1109/CVPR.2009.5206748 – volume: 31 start-page: 1117 issue: 6 year: 2009 ident: 10.1016/j.patcog.2015.09.028_bib18 article-title: 3D model retrieval using probability density-based shape descriptors publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2009.25 – ident: 10.1016/j.patcog.2015.09.028_bib44 doi: 10.1007/3-540-44503-X_27 – ident: 10.1016/j.patcog.2015.09.028_bib13 doi: 10.1109/CVPR.1996.517122 – volume: 10 start-page: 496 issue: 4 year: 1988 ident: 10.1016/j.patcog.2015.09.028_bib35 article-title: On image analysis by the methods of moments publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.3913 – volume: 21 start-page: 433 issue: 5 year: 1999 ident: 10.1016/j.patcog.2015.09.028_bib16 article-title: Using spin images for efficient object recognition in cluttered 3d scenes publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/34.765655 – volume: 38 start-page: 342 issue: 4 year: 2006 ident: 10.1016/j.patcog.2015.09.028_bib20 article-title: Laplace-Beltrami spectra as Shape-DNA of surfaces and solids publication-title: Comput. Aided Des. doi: 10.1016/j.cad.2005.10.011 – volume: 25 start-page: 1285 issue: 10 year: 2003 ident: 10.1016/j.patcog.2015.09.028_bib22 article-title: On bending invariant signatures for surface publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2003.1233902 – volume: 28 start-page: 1252 issue: 10 year: 2007 ident: 10.1016/j.patcog.2015.09.028_bib15 article-title: 3D free-form object recognition in range images using local surface patches publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2007.02.009 |
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| Title | Orthogonal moment-based descriptors for pose shape query on 3D point cloud patches |
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