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Conference Paper: Fast nonrigid 3D retrieval using modal space transform

TitleFast nonrigid 3D retrieval using modal space transform
Authors
KeywordsBiharmonic distance
Content-based object retrieval
Functional map
Shape retrieval
Shape signature
Issue Date2013
PublisherAssociation for Computing Machinery.
Citation
The 3rd ACM International Conference on Multimedia Retrieval (ICMR 2013), Dallas, TX., 16-20 April 2013. In Conference Proceedings, 2013, p. 121-126 How to Cite?
AbstractNonrigid or deformable 3D objects are common in many application domains. Retrieval of such objects in large databases based on shape similarity is still a challenging problem. In this paper, we first analyze the advantages of functional operators, and further propose a framework to design novel shape signatures for encoding nonrigid object structures. Our approach constructs a context-aware integral kernel operator on a manifold, then applies modal analysis to map this operator into a low-frequency functional representation, called fast functional transform, and finally computes its spectrum as the shape signature. Our method is fast, isometry-invariant, discriminative, and numerically stable with respect to multiple types of perturbations. © 2013 ACM.
Persistent Identifierhttp://hdl.handle.net/10722/186494
ISBN

 

DC FieldValueLanguage
dc.contributor.authorYe, Jen_US
dc.contributor.authorYan, Zen_US
dc.contributor.authorYu, Yen_US
dc.date.accessioned2013-08-20T12:11:13Z-
dc.date.available2013-08-20T12:11:13Z-
dc.date.issued2013en_US
dc.identifier.citationThe 3rd ACM International Conference on Multimedia Retrieval (ICMR 2013), Dallas, TX., 16-20 April 2013. In Conference Proceedings, 2013, p. 121-126en_US
dc.identifier.isbn978-1-4503-2033-7-
dc.identifier.urihttp://hdl.handle.net/10722/186494-
dc.description.abstractNonrigid or deformable 3D objects are common in many application domains. Retrieval of such objects in large databases based on shape similarity is still a challenging problem. In this paper, we first analyze the advantages of functional operators, and further propose a framework to design novel shape signatures for encoding nonrigid object structures. Our approach constructs a context-aware integral kernel operator on a manifold, then applies modal analysis to map this operator into a low-frequency functional representation, called fast functional transform, and finally computes its spectrum as the shape signature. Our method is fast, isometry-invariant, discriminative, and numerically stable with respect to multiple types of perturbations. © 2013 ACM.-
dc.languageengen_US
dc.publisherAssociation for Computing Machinery.-
dc.relation.ispartofProceedings of the 3rd ACM International Conference on Multimedia Retrieval, ICMR 2013en_US
dc.subjectBiharmonic distance-
dc.subjectContent-based object retrieval-
dc.subjectFunctional map-
dc.subjectShape retrieval-
dc.subjectShape signature-
dc.titleFast nonrigid 3D retrieval using modal space transformen_US
dc.typeConference_Paperen_US
dc.identifier.emailYe, J: bobye@hku.hken_US
dc.identifier.emailYan, Z: zyan3@illinois.edu-
dc.identifier.emailYu, Y: yzyu@cs.hku.hk-
dc.identifier.authorityYu, Y=rp01415en_US
dc.description.naturelink_to_OA_fulltext-
dc.identifier.doi10.1145/2461466.2461488-
dc.identifier.scopuseid_2-s2.0-84877597771-
dc.identifier.hkuros220946en_US
dc.identifier.spage121en_US
dc.identifier.epage126en_US
dc.publisher.placeUnited States-
dc.customcontrol.immutablesml 130902-

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