Trajectory Matching Algorithm Based on Clustering and GPR in Video Retrieval
作者： Tianlu Wang , Xianmin Zhang
DOI: 10.1007/978-3-642-37105-9_41
关键词:
摘要: This paper proposes an approach for trajectory matching in video retrieval. Algorithm is consist of three parts. First, a terse contains most important temporal and spatial characters are abstracted. Then, abstracted trajectories classified into several classes by using reformed k-means cluster method according to their position acceleration features. At the end, Gaussian Process regression model built trained clustered which similar with given retrieval targets found out. Advantages this algorithm include possibility generalized clustering different scales partial matching.
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sci-hub.st 参考文章(14)
Omnia Ossama, Hoda M. O. Mokhtar, Mohamed E. El-Sharkawi, Clustering Moving Object Trajectories Using Coresets Springer Berlin Heidelberg. pp. 221- 233 ,(2011) , 10.1007/978-3-642-21153-9_21
Mattia Broilo, Nicola Piotto, Giulia Boato, Nicola Conci, Francesco G. B. De Natale, Object Trajectory Analysis in Video Indexing and Retrieval Applications Video Search and Mining. pp. 3- 32 ,(2010) , 10.1007/978-3-642-12900-1_1
Monique Thonnat, Thi Lan Le, Alain Boucher, Trajectory-Based Video Indexing and Retrieval Enabling Relevance Feedback international conference on communications. ,(2006)
Rui Hu, Stuart James, John Collomosse, Annotated free-hand sketches for video retrieval using object semantics and motion conference on multimedia modeling. pp. 473- 484 ,(2012) , 10.1007/978-3-642-27355-1_44
Weiming Hu, Nianhua Xie, Li Li, Xianglin Zeng, S. Maybank, A Survey on Visual Content-Based Video Indexing and Retrieval systems man and cybernetics. ,vol. 41, pp. 797- 819 ,(2011) , 10.1109/TSMCC.2011.2109710
C.K.I. Williams, D. Barber, Bayesian classification with Gaussian processes IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 20, pp. 1342- 1351 ,(1998) , 10.1109/34.735807
Kihwan Kim, Dongryeol Lee, Irfan Essa, Gaussian process regression flow for analysis of motion trajectories international conference on computer vision. pp. 1164- 1171 ,(2011) , 10.1109/ICCV.2011.6126365
Xi Li, Weiming Hu, Wei Hu, A Coarse-to-Fine Strategy for Vehicle Motion Trajectory Clustering international conference on pattern recognition. ,vol. 1, pp. 591- 594 ,(2006) , 10.1109/ICPR.2006.45
Rui Hu, John Collomosse, Motion-sketch Based Video Retrieval Using a Trellis Levenshtein Distance international conference on pattern recognition. pp. 121- 124 ,(2010) , 10.1109/ICPR.2010.38
Zhang Zhang, Kaiqi Huang, Tieniu Tan, Comparison of Similarity Measures for Trajectory Clustering in Outdoor Surveillance Scenes international conference on pattern recognition. ,vol. 3, pp. 1135- 1138 ,(2006) , 10.1109/ICPR.2006.392