3D object retrieval with multi-feature collaboration and bipartite graph matching

In this paper, we propose a novel 3D object retrieval with features collaboration and bipartite graph matching strategies. We explored the essential characters of 3D object in a view-based retrieval framework, which extracts complement descriptors from both the contour and the interior region of 3D object effectively. Specifically, a greedy bipartite graph matching algorithm is employed. With the bipartite graph matching and feature concatenation, significant performance improvement is achieved in the 3D object retrieval task. The proposed method is evaluated by the third party on the data set comprising more than 500 3D objects and achieves the best performance for SHREC'15 challenge.

[1]  Zhang Yao,et al.  Content-Based 3-D Model Retrieval: A Survey , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[2]  Yasufumi Takama,et al.  Relevance feedback-based image retrieval interface incorporating region and feature saliency patterns as visualizable image similarity criteria , 2003, IEEE Trans. Ind. Electron..

[3]  Alberto Del Bimbo,et al.  Content-based retrieval of 3D models , 2006, TOMCCAP.

[4]  William C. Regli,et al.  Using shape distributions to compare solid models , 2002, SMA '02.

[5]  Yi Liu,et al.  Learning Robust Similarity Measures for 3D Partial Shape Retrieval , 2010, International Journal of Computer Vision.

[6]  Amnon Shashua,et al.  Trajectory Triangulation: 3D Reconstruction of Moving Points from a Monocular Image Sequence , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Chang-Hsing Lee,et al.  A new 3D model retrieval approach based on the elevation descriptor , 2007, Pattern Recognit..

[8]  Yue Gao,et al.  Camera Constraint-Free View-Based 3-D Object Retrieval , 2012, IEEE Transactions on Image Processing.

[9]  Nikolaos G. Bourbakis,et al.  3-D Object Recognition Using 2-D Views , 2008, IEEE Transactions on Image Processing.

[10]  Charles R. Giardina,et al.  Elliptic Fourier features of a closed contour , 1982, Comput. Graph. Image Process..

[11]  Petros Daras,et al.  A 3D Shape Retrieval Framework Supporting Multimodal Queries , 2010, International Journal of Computer Vision.

[12]  Ronald N. Bracewell,et al.  The Fourier Transform and Its Applications , 1966 .

[13]  Qi Tian,et al.  Less is More: Efficient 3-D Object Retrieval With Query View Selection , 2011, IEEE Transactions on Multimedia.

[14]  Chen Lin,et al.  LibD3C: Ensemble classifiers with a clustering and dynamic selection strategy , 2014, Neurocomputing.

[15]  Mohamed Daoudi,et al.  A Bayesian 3-D Search Engine Using Adaptive Views Clustering , 2007, IEEE Transactions on Multimedia.

[16]  Wenshan Hu,et al.  Web-Based 3-D Control Laboratory for Remote Real-Time Experimentation , 2013, IEEE Transactions on Industrial Electronics.

[17]  Kostas Daniilidis,et al.  Spherical Correlation of Visual Representations for 3D Model Retrieval , 2009, International Journal of Computer Vision.

[18]  Ming Ouhyoung,et al.  On Visual Similarity Based 3D Model Retrieval , 2003, Comput. Graph. Forum.

[19]  Andrew E. Johnson,et al.  Using Spin Images for Efficient Object Recognition in Cluttered 3D Scenes , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[20]  Bernard Chazelle,et al.  Shape distributions , 2002, TOGS.

[21]  Alireza Khotanzad,et al.  Invariant Image Recognition by Zernike Moments , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[22]  Yue Gao,et al.  3D Object Retrieval with Multimodal Views , 2015, 3DOR@Eurographics.

[23]  Cheng-Yuan Chang,et al.  Real-Time Visual Tracking and Measurement to Control Fast Dynamics of Overhead Cranes , 2012, IEEE Transactions on Industrial Electronics.

[24]  Yang Yu.  Content-Based 3D Model Retrieval: A Survey , 2004 .

[25]  Yue Gao,et al.  3-D Object Retrieval and Recognition With Hypergraph Analysis , 2012, IEEE Transactions on Image Processing.

[26]  Ke Lu,et al.  3D model retrieval and classification by semi-supervised learning with content-based similarity , 2014, Inf. Sci..

[27]  George Karypis,et al.  A Comparison of Document Clustering Techniques , 2000 .

[28]  Wei-Yun Yau,et al.  Multichannel Pulse-Coupled-Neural-Network-Based Color Image Segmentation for Object Detection , 2012, IEEE Transactions on Industrial Electronics.

[29]  Xindong Wu,et al.  3-D Object Retrieval With Hausdorff Distance Learning , 2014, IEEE Transactions on Industrial Electronics.

[30]  Qionghai Dai,et al.  View-based 3-D Object Retrieval , 2014 .

[31]  Shun'ichi Kaneko,et al.  Using depth aspect images for robust and efficient search of multiple objects in optomechatronic sensing , 2005, IEEE Transactions on Industrial Electronics.

[32]  Ryutarou Ohbuchi,et al.  Salient local visual features for shape-based 3D model retrieval , 2008, 2008 IEEE International Conference on Shape Modeling and Applications.

[33]  P ? ? ? ? ? ? ? % ? ? ? ? , 1991 .

[34]  Yue Gao,et al.  View-Based 3D Object Retrieval: Challenges and Approaches , 2014, IEEE MultiMedia.

[35]  Remco C. Veltkamp,et al.  Polyhedral Model Retrieval Using Weighted Point Sets , 2003, Int. J. Image Graph..

[36]  Yue Gao,et al.  3D model comparison using spatial structure circular descriptor , 2010, Pattern Recognit..

[37]  Matthijs C. Dorst.  Distinctive Image Features from Scale-Invariant Keypoints , 2011 .

[38]  Yue Gao,et al.  3D model retrieval using weighted bipartite graph matching , 2011, Signal Process. Image Commun..

[39]  BENJAMIN BUSTOS,et al.  Feature-based similarity search in 3D object databases , 2005, CSUR.