基于频谱变换的三维模型检索和编辑的研究与实现
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摘要
计算机图形学技术不断发展并在影视和电子游戏等领域得到了深入的应用,三维模型的几何处理已成为重要的技术环节。随着因特网上三维模型急剧增加,从中快速找到所需的模型,并对模型进行几何编辑操作,已成为用户迫切的需求,将频谱变换数学理论结合于三维模型检索和编辑技术研究之中,具有重要的理论意义和应用价值。本文主要研究进展如下:
     1.提出了改进的基于球面小波三维模型检索方法。克服了球面扩展函数提取特征不准确的弱点,并在标准的模型测试库上得到了验证。实现了基于傅立叶变换的三维模型检索方法,实验验证和相关方法证明了不同的频谱变换的合理应用场合,为专业领域的三维模型检索提供了新的技术方法。
     2.实现了拉普拉斯滤波、频谱网格滤波两种网格模型滤波处理方法。可用作模型几何融合等操作的光顺处理,为多领域应用提供工具支持。
     3.提出了改进的基于局部刚性变形方法。结合流形调和变换和网格分割方法,并利用一种具有对称性的拉普拉斯-贝尔特拉米算子计算变形权重进行改进。实验结果表明,变形效果良好而且交互速度得到提高,为非线性变形的方法提供了新的思路。
     4.设计开发了基于插件体系结构的3DQModelRetrieval系统,将频谱变换理论有效地应用在网格几何处理中,集成三维模型检索和编辑算法,为用户提供从检索到编辑的功能服务。
The continuous development of computer graphics technology makes itself have been in-depth applied In the film and video game industries and so on, in which digital geometric model of geometry processing to become a very important link. Now, three dimensional model of the Internet increased dramatically, how quickly find the model and do geometry editing become a user's pressing need. The research work in 3D model retrieval and geometry editing which are intergrated with spectral transform theory has an important theoretical and practical value.The main progress of the thesis is as follows:
     1. Propose an improved 3D model retrieval method based on Spherical Wavelet, it overcomes drawback of Spherical Extended Functions which can't extract feature exactly, and it is verified on standard 3D test database. Implement a 3D model retrieval method based on Fourier Transform, experiments and related methods confirm various spectral transform should be rational applied in different domain, and provide a new idea for special domain 3D model retrieval.
     2. Implement Laplacian mesh fitering and spectral mesh filtering two kinds of mesh filtering methods, which help doing smoothing for geometry blending and so on, provide support for other mesh geometry processing as a useful tool.
     3. Propose an improved mesh deformation method based on local rigidity. The method intergrates with manifold harmonics transform and mesh segment method, besides, use a symmetric Laplace-Beltrami operator for computing deformed weight.The experimental result presents that deformation effects is good and interactive speed is improved, it also provide a new idea for nonlinear deformation methods.
     4. Design and development 3DQModelRetrieval system which base on plug-in architecture, make spectral transform theory effectively applied to mesh geometry processing, intergrate with 3D model retrieval and editing algorithms, provide users useful service including retrieval and editing.
     This research work is partly supported by the National High Technology Research and Development Program(863 Program. No:2008AA01Z301) of China.
引文
[1]http://www.pixologic.com/zbrush
    [2]http://us.blizzard.com/en-us/games/wrath/
    [3]http://usa.autodesk.com
    [4]http://www.healthcare.philips.com
    [5]许栋.微分网格处理技术[D].杭州:浙江大学,2006.
    [6]Mario Botsch. High Quality Surface Generation and Efficient Multiresolution Editing Based on Triangle Meshes [D],2005.
    [7]SHEFFER A., KRAEVOY V.. Pyramid coordinates for morphing and deformation. In Proc. of Symp. On 3D Data Processing, Visualization and Transmission (3DPVT),2004, pp.68-75.
    [8]Carr, et al. Reconstruction and Representation of 3D Objects with Radial Basis Functions. SIGGRAPH 2001.
    [9]Levy B., Vallet B.. Spectral geometry processing with manifold harmonics. Computer Graphics Forum, 2008,2(27).
    [10]Sheffer A., Levy B., Mogilnitsky M., et al. ABF++:fast and robust angle based flattening. ACM Transactions on Graphics,2005,24(2):311-330.
    [11]Sorskine O., et al. Laplacian surface editing. In Proceedings of the Eurographics/ACM SIGGRAPH Symposium on Geometry Processing, Eurographics Association,2004.
    [12]胡事民,杨永亮,来煜坤.数字几何处理研究进展.计算机学报,2009,32(8).
    [13]Lee A., Dobkin D., Sweldens W., et al. Multiresolution mesh morphing. Computer Graphics Proceedings,1999, pages 343-350.
    [14]YU Y., ZHOU K., XU D., et al. Mesh editing with Poisson-based gradient field manipulation. In Proc. of ACM SIGGRAPH,2004, pp.644-651.
    [15]SEDERBERG T. W., PARRY S. R.. Free-form deformation of solid geometric models. In Proc. of ACM SIGGRAPH,1986, pp.151-159.
    [16]SINGH K., FIUME E.:Wires:A geometric deformation technique. In Proc. of ACM SIGGRAPH, 1998,pp.405-414.
    [17]FLOATER M. S.. Mean value coordinates. Computer Aided Geometric Design,2003,20(1):19-27.
    [18]JU T., SCHAEFER S., WARREN J.. Mean value coordinates for closed triangular meshes. ACM Trans. Graph.2005,24(3):561-566.
    [19]JOSHI P., MEYER M., DEROSE T., et al. Harmonic coordinates for character articulation.ACM Trans. Graph.2007,26(3).
    [20]Lipman Y, Levin D, Cohen-Or D. Green coordinates. In Proc. ACM SIGGRAPH 2008, pp.479-487.
    [21]SCHAEFER S., MCPHAIL T., WARREN J.. Image deformation using moving least squares. ACM TOG,2006,25(3):533-540.
    [22]SUMNER R., SCHMID J., PAULY M.. Embedded deformation for shape manipulation. ACM Trans. on Graphics (Proc.SIGGRAPH),2007,26(3).
    [23]BOTSCH M., PAULY M., WICKE M., et al.Adaptive space deformations based on rigid cells. Computer Graphics Forum (Proc. Eurographics),2007,26(3).
    [24]ANGELIDIS A., CANI M. P., WYVILL G., et al. Swirling-Sweepers:constant volume modeling. Graphical Models,2006,68(4).
    [25]Pushkar Joshi, Mark Meyer, Tony DeRose, et al. Harmonic Coordinates for Character Articulation. SIGGRAPH,2007.
    [26]www.blender.org
    [27]Botsch M., Sorkine O.. On Linear Variational Surface Deformation Methods. IEEE Transactions on Visualization and Computer Graphics,2008,14(1):213-230.
    [28]Sorkine Olga, Botsch Mario. Interactive Shape Modeling and Deformation. EUROGRAPHICS 2009,Tutorial.
    [29]Denis Zorin, Peter Schroder, and Wim Sweldens. Interactive multiresolution mesh editing. In Proceedings of ACM SIGGRAPH,1997,pages 259-268.ACM Press/Addison-Wesley Publishing Co..
    [30]黄劲,大尺度几何形变理论与方法[D],杭州:浙江大学,2007.
    [31]Aaron Lee, Henry Moreton, and Hugues Hoppe. Displaced subdivision surfaces. In Proceedings of AGM SIGGRAPH,2000, pages 85-94, ACM Press.
    [32]Martin Marinov and Leif Kobbelt. Automatic generation of structure preserving multiresolution models. Computer Graphics Forum (Proceedings of Eurographics),2005,24(3):479-486.
    [33]Lipman Y., Sorkine O., Levin D., et al. Linear Rotation-Invariant Coordinates for Meshes. ACM Trans. Graphics,2005.
    [34]Zayer R., Rossl C, Kami Z., et al.Harmonic Guidance for Surface Deformation.Computer Graphics Forum,Proc. Eurographics,2005.
    [35]Zhou K., Huang J., Snyder J., et al.Large Mesh Deformation Using the Volumetric Graph Laplacian. ACM Trans. Graphics,2005,24(3).
    [36]LIPMAN Y., SORKINE O., COHEN-OR D., et al. Differential coordinates for interactive mesh editing. In Proc. of Shape Modeling International 2004, pp.181-190.
    [37]NEALEN A., SORKINE O., ALEXA M.,et al. A sketch-based interface for detail-preserving mesh editing.In Proc. of ACM SIGGRAPH,2005, pp.1142-1147.
    [38]Oscar Kin-Chung Au, Chiew-Lan Tai, Ligang Liu, et al. Dual Laplacian editing for meshes. IEEE Transactions on Visualization and Computer Graphics,2006,12(3):386-395.
    [39]HUANG J., SHI X., LIU X., et al. Subspace gradient domain mesh deformation. ACM Transactions on Graphics (Proc. SIGGRAPH),2006,25(3):1126-1134.
    [40]SHI X., ZHOU K., TONG Y., et al. Mesh puppetry:cascading optimization of mesh deformation with inverse kinematics. ACM Transactions on Graphics(Proc. SIGGRAPH),2007,26(3).
    [41]BOTSCH M., PAULY M., GROSS M., et al. PriMo:Coupled prisms for intuitive surface modeling. In Eurographics/ACM SIGGRAPH Symposium on Geometry Processing,2006, pp.11-20.
    [42]宋超,张宏鑫,黄劲等.骨架驱动的快速似然弹性变形.计算机学报,.2006,29(12):2195-2200.
    [43]许秋儿,谭光华,张三元等人.保持几何特征的均值骨架子空间网格变形.计算机辅助设计与图 形学学报,2009,21(3).
    [44]Youngihn Kho and Michael Garland. Sketching mesh deformations. In roceedings of Symposium on Interactive 3D Graphics and Games,2005, pp.147-154.
    [45]Andrew Nealen, Takeo Igarashi, Olga Sorkine, et al. FiberMesh:Designing Freeform Surfaces with 3D Curves, ACM Transactions on Computer Graphics, ACM SIGGRAPH 2007.
    [46]Yan Han Bing, Hu Shi Min, et al. Shape Deformation Using a Skeleton to Drive Simplex Transformations. IEEE RANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS,2008, 14(3).
    [47]Takeo Igarashi, Satoshi Matsuoka, and Hidehiko Tanaka. Teddy:A sketching interface for 3D freeform design. In ACM SIGGRAPH,1999, pp.409-416.
    [48]Youngihn Kho and Michael Garland. Sketching mesh deformations. In Proceedings of Symposium on Interactive 3D Graphics and Games,2005, pp.147-154.
    [49]Johannes Zimmermann, Andrew Nealen, Marc Alexa. SilSketch:Automated Sketch-Based Editing of Surface Meshes. EUROGRAPHICS Workshop on Sketch-Based Interfaces and Modeling,2007.
    [50]许威威,周昆.Gradient Domain Mesh Deformation-A Survey. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2009,24(1).
    [51]Botsch, Pauly, Kobbelt, et al. Geometric Modeling Based on Polygonal Meshes, Eurographics Course Notes,2008.
    [52]Kettner L.. Using generic programming for designing a data structure for polyhedral surfaces. Comput. Geom. Theory Appl.,1999.
    [53]Mantyla M.. An Introduction to Solid Modeling. Computer Science Press, Rockville, MD,1988.
    [54]www.openmesh.org
    [55]www.cgal.org
    [56]DO CARMO M. P.. Differential Geometry of Curves and Surfaces. Prentice Hall,1976.
    [57]Mathieu Desbrun, Peter Schroder, Max Wardetzky. Discrete Differential Geometry:An Applied Introduction. SIGGRAPH ASIA 2008 COURSE NOTES.
    [58]Marcel Berger, Bernard Gostiaux, Silvio Levy.微分几何:流形,曲线和曲面[M]. Springer,1988.
    [59]尼尔.微分几何基础[M].北京:人民邮电出版社.
    [60]徐国良.计算几何中的几何偏微分方程方法[M].北京:科学出版社.
    [61]WARDETZKY M., MATHUR S., et al. Discrete laplace operators:no free lunch. In SGP'07: Proceedings of the fifth Eurographics symposium on Geometry processing,2007.
    [62]TAUBIN G.. A signal processing approach to fair surfacedesign. In Proc. of ACM SIGGRAPH 1995, pp.351-358.
    [63]MEYER M., DESBRUN M., SCHRODER P., et al. Discrete differential-geometry operators for triangulated 2-manifolds. In Visualization and Mathematics III, Hege H.-C.,Polthier K., (Eds.). Springer-Verlag, Heidelberg,2003, pp.35-57.
    [64]周昆.数字几何处理:理论与应用[D].杭州:浙江大学,2002.
    [65]MICHAEL M. KAZHDAN. Shape Representations and Algorithms for 3D Model Retrieval[D],2004.
    [66]JohanW. H. Tangelder, et al. A survey of content based 3D shape retrieval methods. Multimedia Tools and Applications,2008,39(3):441-471.
    [67]JohanW. H. Tangelder. A survey of content based 3D shape retrieval. In Shape Modeling International 2004, pp.145-156.
    [68]Ol'ga Symonova. Shape Description for 3D Model Retrieval[D].2008.
    [69]Vranic D.V..3D Model Retrieval[D].2003.
    [70]郑伯川,彭维,张引等人.3D模型检索技术综述.计算机辅助设计与图形学学报,2004,16(7):874-881.
    [71]柳伟.三维模型特征提取与检索[D].上海:上海交通大学,2008.
    [72]http://shape.cs.princeton.edu/search.html
    [73]http://merkur01.inf.uni-konstanz.de/CCCC/
    [74]http://www.cim.mcgill.ca/-shape/benchMark/
    [75]http://3d.csie.ntu.edu.tw/-dynamic/
    [76]http://3d-search.iti.gr/3DSearch
    [77]3D Shape Retrieval Contest, http://www.aimatshape.net/event/SHREC.
    [78]Novotni M., Klein R.. Shape Retrieval using 3D Zernike Descriptors. Computer Aided Design 2004, 36(11):1047-1062.
    [79]Chaouch M., Verroust-Blondet A.. Enhanced 2D/3D Approaches Based on Relevance Index for 3D-Shape Retrieval. In International Conference on Shape Modeling and Applications 2006.
    [80]王飞,张树生,白晓亮等人.拓扑和形状特征相结合的三维模型检索,计算机辅助设计与图形学学报,2008.
    [81]Mademlis A., Axenopoulos A., et al.3D Content-based Search Based on 3D Krawtchouk Moments. 3DPVT,2006.
    [82]AIM@SHAPE.Shape Repository,http://shapes.aim-at-shape.net
    [83]http://www.ime.unicamp.br/-chico/arpack++
    [84]Kazhdan M., Chazelle B., Dobkin D., et al. Rotation invariant spherical harmonic representation of 3d shape descriptors[C].Proceedings of Symposiumon Geometry Processing,2003, pp.156-164.
    [85]Paquet E., Rioux M.. The MPEG-7 standard and the content based management of three-dimensional data:A case study [A].In:IEEE International Conference on Multimedia Computing and Systems, IEEE Proceedings,1999, pp.375-380.
    [86]Vrani'c D. V., Saupe D, Richter J. Tools for 3D-object retrieval:Karhunen-Loevetransform and spherical harmonics,2001.
    [87]Vrani'c D.V.. An improvement of rotation invariant 3D shape descriptor based on functions on concentric spheres. In:Proc. IEEE international conference on image processing,2003.
    [88]Chen D-Y, Tian X-P, Shen Y-T, Ouhyoung M. On visual similarity based 3D model retrieval. Comput Graph Forum (EG 2003 Proceedings) 22(3):223-232.
    [89]Shen Y-T, Chen D-Y, Tian X-P, Ouhyoung M.3D model search engine based on lightfield descriptors. In:Proc. eurographics 2003.
    [90]Ohbuchi R., Nakazawa M., et al. Retrieving 3D models shapes based on their appearance. In:Proc.5th ACM SIGMM workshop on multimedia information retrieval (MIR 2003), pp.39-46.
    [91]Shilane P., Kazhdan M., Min P., et al. The princeton shape benchmark. In:Proc.shape modeling international 2004, pp.157-166.
    [92]Philip Shilane and Thomas Funkhouser, Distinctive Regions of 3D Surfaces, ACM Transactions on Graphics,2007,26(2).
    [93]Philip Shilane, Shape Distinction for 3D Object Retrieval[D],2008.
    [94]M. Chaouch and A. Verroust-Blondet.3D Model Retrieval Based on Depth Line Descriptor. In IEEE International Conference on Multimedia and Expo 2007.
    [95]http://infovis.uni-konstanz.de/research/projects/SimSearch3D/
    [96]Liu Zhenbao, Jun Mitani, et al. Multiresolution wavelet analysis of shape orientation for 3d shape retrieval, International Multimedia Conference, Proceeding of the 1st ACM international conference on Multimedia information retrieval.
    [97]Hamid Laga and Masayuki Nakajima. Statistical Spherical Wavelet Moments for Content-based 3D Model Retrieval, in the Computer Graphics International (CGI 2007), pp.47-54.
    [98]Hamid Laga and Masayuki Nakajima. Supervised Learning of Similarity Measures for Content-based 3D Model Retrieval. in the The 3rd International Conference on Large Scale Knowledge Resources (LKR), Lecture notes in Computer Science,2008.
    [99]http://ship.nime.ac.jp/-motofumi/Ogden/
    [100]Atmosukarto I., Leow W.K., Huang Z.. Feature combination and relevance feed-back for 3D model retrieval. In:MMM2005, pp.334-339.
    [101]Leifman G., Meir R., Tal A.. Semantic-oriented 3D shape retrieval using relevance feedback.
    [102]Leifman, Meir R., Tal A. Relevance feedback for 3D shape retrieval.In:The 5th Israel-korea Bi-National Coference On Geometric Modeling and Computer Graphi-cs,2004, pp.15-19.
    [103]Passalis G., Theoharis T. and Kakadiaris I.A., PTK:A Novel Depth Buffer-Based Shape Descriptor for Three-Dimensional Object Retrieval.
    [104]M. Chaouch and A. Verroust-Blondet. A New Descriptor for 2D Depth Image Indexing and 3D Model Retrieval. In IEEE International Conference on Image Processing,2007.
    [105]Cooley, James W., et al. An algorithm for the machine calculation of complex Fourier series. Math. Comput.1965, pp.297-301.
    [106]http://en.wikipedia.org/wiki/Fast_Fourier_transform
    [107]http://www.fftw.org/
    [108]Matteo Frigo and Steven G. Johnson. The Design and Implementation of FFTW3. Proceedings of the IEEE,2005,93(2):216-231.
    [109]孙延奎.小波分析及其应用.北京:机械工业出版社.
    [110]Ingrid Daubechies著,李建平,杨万年 译.小波十讲.国防工业出版社.
    [111]Foley J.D., vanDam A., et al著,唐泽圣,董上海,李华,吴恩华,汪国平等译,计算机图形学原理及实践C语言描述,北京:机械工业出版社.
    [112]樊亚春.三维模型自动语义标注方法研究[D].北京:北京师范大学,2009.
    [113]Schroder P., Sweldens W..Spherical wavelets:efficiently representing functions on the sphere. In: SIGGRAPH'95:Proceedings of the 22nd annual conference on Computer graphics and interactive techniques,1995, pp.161-172.
    [114]Schroder P., Sweldens W.. Spherical Wavelets:Texture Processing.
    [115]David F., Walnut. An introduction to wavelet analysis, Birkhauser Boston Publishers,2002.
    [116]Wim Sweldens. The Lifting Scheme:A Construction Second Generation Wavelets. SIAM Journal on Mathematical Analysis,1997.
    [117]Peter Schroder,Wim Sweldens. Wavelets in Computer Graphics. SIGGRAPH 1996 Course Notes.
    [118]Yu P., Grant P.E., Qi Y., et al. Cortical surface shape analysis based on spherical wavelets. IEEE Transaction on Medical Imaging,2007, pp.582-97.
    [119]Laga H., Takahashi H., Nakajima M.. Spherical wavelet descriptors for content-based 3d model retrieval. In:SMI'06:Proceedings of the IEEE International Conference on ShapeModeling and Applications 2006 (SMI'06), pp.75-85.
    [120]Gu X. F., Gortler S. J., Hoppe H., Geometry Images. SIGGRAPH,2002.
    [121]Zhang Hao, Oliver van Kaick, and Ramsay Dyer. Spectral Methods for Mesh Processing and Analysis. Proc. of Eurographics 2007 State of the Art Report, pp.1-22.
    [122]Zhang Hao, et al. Spectral Mesh Processing. Computer Graphics Forum, to appear, September 2010.
    [123]TAUBIN G. A signal processing approach to fair surface design. In SIGGRAPH,1995, pp.351-358.
    [124]Levy B., Zhang Hao.Spectral Mesh Processing. SIGGRAPH Asia 2009 Course.
    [125]LEVY B.. Laplace-beltrami eigenfunctions:Towards an algorithm that understands geometry. In IEEE International Conference on Shape Modeling and Applications,2006.
    [126]VALLET B., LEVY B.. Manifold Harmonics.Tech.rep.,2007.
    [127]JAIN V., ZHANG H.. A spectral approach to shapebased retrieval of articulated 3D models. Computer Aided Design,2007, pp.398-407.
    [128]Reuter M., Wolter F. E., Peinecke N.. Laplace-beltrami spectra as shape-dna of surfaces and solids. Computer-Aided Design,2006,38(4):342-366.
    [129]Desbrun M., Meyer M., Schroder P., et al. Implicit fairing of irregular meshes using diffusion and curvature flow. In Proc. of ACM SIGGRAPH,1999.
    [130]Sorkine Olga. Differential Representations for Mesh Processing. COMPUTER GRAPHICS forum, 2006,25(4):789-807.
    [131]James W. Demmel著,王国荣译.应用数值线性代数[M].北京:人民邮电出版社,2006:86-113.
    [132]LIoyd N.Trefethen, David Bau III著,陆金甫,关治译.数值线性代数[M].北京:人民邮电出版社,2006:66-72.
    [133]SORKINE O., ALEXA M.. As-rigid-as-possible surface modeling. In Proc. of Eurographics symposium on Geometry Processing,2007.
    [134]Rong Guodong, Cao Yan, Guo Xiaohu. Spectral Mesh Deformation. The Visual Computer (special issue for best papers of CGI 2008),2008, pp.787-796.
    [135]Rong Guodong, Cao Yan, Guo Xiaohu. Spectral Surface Deformation with Dual Mesh. International Conference on Computer Animation and Social Agents,2008, pp.17-24.
    [136]Karni Z., Gotsman C.. Spectral compression of mesh geometry. In:Proceedings of ACM SIGGRAPH 2000, pp.279-286. ACM Press/Addison-Wesley Publishing Co.
    [137]Halim Benhabiles, Jean-Philippe Vandeborre, Guillaume Lavoue, et al. A framework for the objective evaluation of segmentation algorithms using a ground-truth of human segmented 3D-models. IEEE International Conference on Shape Modeling and Applications (SMI),2009.
    [138]http://www-rech.telecom-lillel.eu/3dsegbenchmark/
    [139]http://segeval.cs.princeton.edu/
    [140]http://alice.loria.fr/index.php/software/3-platform/22-graphite.html
    [141]Raif M. Rustamov. Laplace-Beltrami Eigenfunctions for Deformation Invariant Shape Representation. Eurographics Symposium on Geometry Processing,2007.
    [142]REUTER M., WOLTER F. E., PEINECKE N.. Laplace-spectra as fingerprints for shape matching. In Solid and Physical Modeling,2005, pp.101-106.
    [143]Martin Reuter, Franz-Erich Wolter, Niklas Peinecke. Laplace-Beltrami spectra as'Shape-DNA'of surfaces and solids. Computer-Aided Design,2006, pp.342-366.
    [144]http://www.cim.mcgill.ca/-shape/benchmark.
    [145]Xiaobai Chen, Aleksey Golovinskiy, and Thomas Funkhouser. A Benchmark for 3D Mesh Segmentation. ACM Transactions on Graphics (Proc. SIGGRAPH),2009,28(3).
    [146]Botsch M., Sumner R., Pauly M., et al. Deformation transfer for detail-preserving surface editing. In:Proceedings of 1 lth International Fall Workshop Vision, Modeling & Visualization,2006, pp.357-364.
    [147]诸葛婴,田捷,王蔚洪.三维欧氏距离变换的一种新方法.软件学报,,2001,12(3).
    [148]周明全,耿国华,韦娜著.基于内容的图像检索技术[M].北京:清华大学出版社,2007:114-126.
    [149]Passalis G., Kakadiaris I.A., et al. Intraclass Retrieval of Nonrigid 3D Objects:Application to Face Recognition, IEEE Trans, on Pattern Analysis and Machine Intelligence,2007,29(2):218-229.
    [150]Sumner R. W., Popovi'c J.. Deformation transfer for triangle meshes. In Proc. of ACM SIGGRAPH, 2004,pages 399-405.
    [151]Sumner R. W., Zwicker M., Gotsman C., et al. Mesh-based inverse kinematics. In Proc.of ACM SIGGRAPH,2005, pages 488-495.
    [152]DER, K. G., SUMNER R. W., et al. Inverse kinematics for reduced deformable models. ACM Trans. Graph,2006,25(3),1174-1179.
    [153]Kun Zhou, Weiwei Xu, Yiying Tong, Mathieu Desbrun. Deformation Transfer to Multi-Com ponent Objects. Computer Graphics Forum (Eurographics 2010), to appear.