Multi-modality video shot clustering with tensor representation

Multimedia Tools and Applications

Volumn 41, Issue 1, 2009, Pages 93-109

  Liu, Yanan ^a   Wu, Fei ^a  

^a ZHEJIANG UNIVERSITY   (China)

Author keywords

Affinity propagation clustering; Dimensionality reduction; Multi modality video shot clustering; Temporal sequenced associated cooccurrence (TSAC); TensorShot

Indexed keywords

CLUSTERING ALGORITHMS; DATA REDUCTION; LEARNING ALGORITHMS; LEARNING SYSTEMS; MANAGEMENT INFORMATION SYSTEMS; MOTION ESTIMATION; TENSORS; VECTORS; VIDEO RECORDING; VIDEO SIGNAL PROCESSING;

AFFINITY PROPAGATION CLUSTERING; DIMENSIONALITY REDUCTION; MULTI-MODALITY VIDEO SHOT CLUSTERING; TEMPORAL-SEQUENCED ASSOCIATED COOCCURRENCE (TSAC); TENSORSHOT;

CLUSTER ANALYSIS;

EID: 57849145581     PISSN: 13807501     EISSN: 15737721     Source Type: Journal    
DOI: 10.1007/s11042-008-0220-5     Document Type: Article

References (30)

1. N Babaguchi Y Kawai T Kitahashi 2002 Event based indexing of broadcast sports video by intermodal collaboration IEEE Trans Multimedia 4 1 68 75
2. Bader BW, Kolda TG (2004) MATLAB tensor classes for fast algorithm prototyping. Technical Report SAND2004-5187, Sandia National Laboratories
3. Bader BW, Kolda TG (2006) Efficient MATLAB computations with sparse and factored tensors. Technical Report SAND02006-7592, Sandia National Laboratories
4. M Belkin P Niyogi 2002 Laplacian eigenmaps and spectral techniques for embedding and clustering Adv Neural Inf Process Syst (NIPS2002) 15 585 591
5. Chung FRK (1997) Spectral graph theory. In: Regional conference series in mathematics, vol 92
6. Dumais ST, Furnas GW, Landauer TK (1988) Using latent semantic analysis to improve access to textual information. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 281-285
7. Ekin A, Pankanti S, Hampapur A (2004) Initialization-independent spectral clustering with applications to automatic video analysis. In: IEEE international conference on aoustics, speech, and signal processing (ICASSP'04), vol 3(3), pp 641-644
8. BJ Frey D Dueck 2007 Clustering by passing messages between data points Science 315 972 976
9. He XF, Niyogi P (2003) Locality preserving projections. Adv Neural Inf Process Syst (NIPS2003)
10. He XF, Cai D, Liu HF, Han JW (2005) Image clustering with tensor representation. In: Proceedings of the ACM conference on multimedia, pp 132-140
11. He XF, Cai D, Niyogi P (2005) Tensor subspace analysis. Adv Neural Inf Process Syst (NIPS2005)
12. L Itti C Koch E Niebur 2003 A model of saliency-based visual attention for rapid scene analysis IEEE Trans Pattern Anal Mach Intell 25 9 1075 1088
13. HW Kuhn 1955 The Hungarian method for the assignment problem Nav Res Logist Q 2 83 97
14. Lathauwer LD (1997) Signal processing based on multilinear algebra. PhD thesis
15. LD Lathauwer BD Moor J Vandewalle 2000 A multilinear singular value decomposition SIAM J Matrix Anal Appl 21 4 1253 1278
16. D Lee H Seung 1999 Learning the parts of objects by non-negative matrix factorization Nature 401 788 791
17. D Lee H Seung 2000 Algorithms for non-negative matrix factorization Adv Neural Inf Process Syst 13 556 562 (NIPS2000)
18. Liu YN, Wu F (2007) Video semantic concept detection using multi-modality subspace correlation propagation. In: 13th international multimedia modeling conference (mmm2007). Singapore
19. Liu N, Zhang BY, Yan J, Chen Z, Liu WY, Bai FS, Chien LF (2005) Text representation: from vector to tensor. In: Proceedings of the fifth IEEE international conference on data mining (ICDM'05)
20. Naphade MR, Kennydy L, et al (2005) A light scale concept ontology for multimedia understanding for TRECVID 2005
21. C-W Ngo T-C Pong H-J Zhang 2000 On clustering and retrieval of video shots through temporal slices analysis IEEE Trans Multimedia 4 4 446 458
22. Rui Y, Huang T, (2000) A unified framework for video browsing and retrieval. In: Bovik A (ed) Image and video processing handbook. New York, pp 705-715
23. CGM Snoek M Worring 2005 Multimedia event-based video indexing using time intervals IEEE Trans Multimedia 7 4 638 647
24. Snoek CGM, Worring M, Smeulders AWM (2005) Early versus late fusion in semantic video analysis. In: Proceedings of the 13th annual ACM international conference on multimedia, pp 399-402
25. Tao DC, Li XL, Wu XD, Maybank SJ (2006) Human carrying status in visual surveillance. In: Proceedings of the 2006 IEEE computer society conference on computer vision and pattern recognition (CVPR'06)
26. Turk MA, Pentland AP (1991) Face recognition using eigenfaces. In: IEEE computer society conference on computer vision and pattern recognition, pp 586-591
27. Vasilescu MAO, Terzopoulos D (2002) Multilinear analysis of image ensembles: tensorfaces. In: Proceedings of 7th European conference on computer vision, vol 2350, pp 447-460
28. Yedidia JS, Freeman WT, Weiss Y (2003) Understanding belief propagation and its generalizations. Exploring artificial intelligence in the new millennium. ISBN 1558608117, Chap 8, pp 239-236
29. Zhang D-Q, Lin C-Y, Chang S-F, Smith JR (2004) Semantic video clustering across sources using bipartite spectral clustering. In: IEEE international conference on multimedia and expo (ICME'04), vol 1, pp 117-120
30. Zheng X, Cai D, He XF, Ma WY, Lin XY (2004) Locality preserving clustering for image database. In: Proceedings of the ACM conference on multimedia, pp 885-891