Semantic based representing and organizing surveillance big data using video structural description technology

Journal of Systems and Software

Volumn 102, Issue , 2015, Pages 217-225

  Xu, Zheng ^a,b   Liu, Yunhuai ^a   Mei, Lin ^a   Hu, Chuanping ^a   Chen, Lan ^a  

^a INSTITUTE OF FORENSIC SCIENCE   (China)

^b TSINGHUA UNIVERSITY   (China)

Author keywords

Big data representing and organizing; Surveillance big data; Video structural description

Indexed keywords

LARGE DATASET; MONITORING; SEMANTICS; VIDEO RECORDING;

LOW-LEVEL FEATURES; SEMANTIC LINK NETWORK; SEMANTIC RELATIONS; SHANGHAI , CHINA; STRUCTURAL DESCRIPTIONS; SURVEILLANCE VIDEO; TEMPORAL RELATION; VIDEO SURVEILLANCE;

SECURITY SYSTEMS;

EID: 84923248155     PISSN: 01641212     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jss.2014.07.024     Document Type: Article

References (44)

1. U. Akdemir, P. Turaga, R. Chellappa An ontology based approach for activity recognition from video Proceedings of the ACM International Conference on Multimedia 2008 709 712
2. A. Bagdanov, M. Bertini, A. Del Bimbo, C. Torniai, G. Serra Semantic annotation and retrieval of video events using multimedia ontologies Proceedings of IEEE International Conference on Semantic Computing 2007
3. L. Bai, S. Lao, G. Jones, A. Smeaton Video semantic content analysis based on ontology Proceedings of the 11th International Machine Vision and Image Processing Conference 2007 117 124
4. T. Berners-Lee, J. Hendler, O. Lassila The semantic web Sci. Am. 284 5 2001 34 43
5. H. Chen, N. Ahuja Exploiting nonlocal spatiotemporal structure for video segmentation 2012 IEEE Conference on Computer Vision and Pattern Recognition 2012 741 748
6. M. Choi, A. Torralba, A. Willsky A tree-based context model for object recognition IEEE Trans. Pattern Anal. Mach. Intell. 34 2 2012 240 252
7. Cisco Visual Networking Index: Forecast and Methodology, 2009-2014 2013 Available: http://www.cisco.com/en/US/solutions/collateral/ns341/ns525/ns537/ns705/ns827/whitepaper-c11-481360-ns827-Networking-Solutions-White Paper.html
8. C. Dan, L. Zhixin, W. Lizhe, D. Minggang, C. Jingying, L. Hui Natural disaster monitoring with wireless sensor networks: a case study of data-intensive applications upon low-cost scalable systems ACM/Springer Mob. Netw. Appl. 18 5 2013 651 663
9. J. Deng, R. Socher, L.-J. Li, L. Fei-Fei ImageNet: a large-scale hierarchical image database IEEE Proc. CVPR 2009
10. M. Donderler, E. Saykol, U. Arslan, O. Ulusoy, U. Gudukbay Bilvideo: design and implementation of a video database management system Multimed. Tools Appl. 27 1 2005 79 104
11. J. Fan, W. Aref, A. Elmagarmid, M. Hacid, M. Marzouk, X. Zhu Multiview: multilevel video content representation and retrieval J. Electron. Imaging 10 4 2001 895 908
12. J. Fan, A. Elmagarmid, X. Zhu, W. Aref, L. Wu Classview: hierarchical video shot classification, indexing, and accessing IEEE Trans. Multimed. 6 1 2004 70 86
13. Great Scott! Over 35 hours of video uploaded every minute to Youtube The Official YouTube Blog 2013 Available: http://youtube-global.blogspot.com/2010/11/great-scott-over-35-hours-of-video.html
14. K. Javed, H. Babri, M. Saeed Feature selection based on class-dependent densities for high-dimensional binary data IEEE Trans. Knowl. Data Eng. 24 3 2012 465 477
15. L. Liu, Z. Li, E. Delp Efficient and low-complexity surveillance video compression using backward-channel aware Wyner-Ziv video coding IEEE Trans. Circuits Syst. Video Technol. 19 4 2009 452 465
16. Y. Liu, Q. Zhang, M.N. Lionel Opportunity-based topology control in wireless sensor networks IEEE Trans. Parallel Distrib. Syst. 21 3 2010 405 416
17. Y. Liu, Y. Zhu, M. Lionel, G.X. Ni A reliability-oriented transmission service in wireless sensor networks IEEE Trans. Parallel Distrib. Syst. 22 12 2011 2100 2107
18. X. Liu, Y. Yang, D. Yuan, J. Chen Do we need to handle every temporal violation in scientific workflow systems ACM Trans. Softw. Eng. Methodol. 2013 (early access)
19. W. Lizhe, G. von Laszewski, A.J. Younge, H. Xi, M. Kunze, T. Jie, F. Cheng Cloud computing: a perspective study N. Gener. Comput. 28 2 2010 137 146
20. X. Luo, X. Zheng, J. Yu, X. Chen Building association link network for semantic link on web resources IEEE Trans. Autom. Sci. Eng. 8 3 2011 482 494
21. H. Ma, J. Zhu, M. Lyu, I. King Bridging the semantic gap between image contents and tags IEEE Trans. Multimed. 12 5 2010 462 473
22. M. Marszalek, C. Schmid, M. Inria Semantic hierarchies for visual object recognition IEEE Proc. CVPR 2007
23. R. Nevatia, P. Natarajan EDF: a framework for semantic annotation of video Proceedings of the 10th IEEE International Conference on Computer Vision Workshops 2005 1876 pp
24. R. Nevatia, J. Hobbs, R. Bolles, J. Smith VERL: an ontology framework for representing and annotating video events IEEE Multimed. 12 4 2005 76 86
25. P. Plebani, B. Pernici URBE: web service retrieval based on similarity evaluation IEEE Trans. Knowl. Data Eng. 21 11 2009 1629 1642
26. T. Sevilmis, M. Bastan, U. Gudukbay, O. Ulusoy Automatic detection of salient objects and spatial relations in videos for a video database system Image Vis. Comput. 26 10 2008 1384 1396
27. M. Wigan, R. Clarke Big data's big unintended consequences Computer 46 6 2013 46 53
28. L. Wu, Y. Wang The process of criminal investigation based on grey hazy set 2010 IEEE International Conference on System Man and Cybernetics 2010 26 28
29. C. Xu, Y. Zhang, G. Zhu, Y. Rui, H. Lu, Q. Huang Using webcast text for semantic event detection in broadcast sports video IEEE Trans. Multimed. 10 7 2008 1342 1355
30. Z. Xu, X. Luo, L. Wang Incremental building association link network Comput. Syst. Sci. Eng. 26 3 2011 153 162
31. M. Yan, W. Lizhe, L. Dingsheng, Y. Tao, L. Peng, Z. Wanfeng Distributed data structure templates for data-intensive remote sensing applications Concurr. Comput.: Pract. Exp. 25 2013 1784 1797
32. M. Yan, W. Lizhe, A.Y. Zomaya, C. Dan, R. Ranjan Task-tree based large-scale mosaicking for remote sensed imageries with dynamic dag scheduling IEEE Trans. Parallel Distrib. Comput. 2013 10.1109/TPDS.2013.272
33. B. Yao, X. Yang, L. Lin, M. Lee, S. Zhu I2T: image parsing to text description Proc. IEEE 98 8 2010 1485 1508
34. H. Yu, C. Pedrinaci, S. Dietze, J. Domingue Using linked data to annotate and search educational video resources for supporting distance learning IEEE Trans. Learn. Technol. 5 2 2012 130 142
35. D. Yuan, Y. Yang, X. Liu, W. Li, L. Cui, M. Xu, J. Chen A highly practical approach towards achieving minimum datasets storage cost in the cloud IEEE Trans. Parallel Distrib. Syst. 24 6 2013 1234 1244
36. D. Ze, W. Xiaomin, W. Lizhe, C. Xiaodao, R. Ranjan, A. Zomaya, C. Dan Parallel processing of dynamic continuous queries over streaming data flows IEEE Trans. Parallel Distrib. Syst. 2014 10.1109/TPDS.2014.2311811 (forthcoming)
37. J. Zhang, M. Zulkernine, A. Haque Random-forests-based network intrusion detection systems IEEE Trans. Syst. Man Cybern. C: Appl. Rev. 38 5 2008 649 659
38. X. Zhang, C. Liu, S. Nepal, S. Pandev, J. Chen A privacy leakage upper-bound constraint based approach for cost-effective privacy preserving of intermediate datasets in cloud IEEE Trans. Parallel Distrib. Syst. 24 6 2013 1192 1202
39. X. Zhang, T. Yang, C. Liu, J. Chen A scalable two-phase top-down specialization approach for data anonymization using MapReduce on cloud IEEE Trans. Parallel Distrib. Syst. 2013 (early access)
40. H. Zhuge Communities and emerging semantics in semantic link network: discovery and learning IEEE Trans. Knowl. Data Eng. 21 6 2009 785 799
41. H. Zhuge Interactive semantics Artif. Intell. 174 2010 190 204
42. H. Zhuge Semantic linking through spaces for cyber-physical-socio intelligence: a methodology Artif. Intell. 175 2011 988 1019
43. H. Zhuge The Knowledge Grid - Toward Cyber-Physical Society second ed. 2012 World Scientific Publishing Co. Singapore
44. H. Zhuge, X. Chen, X. Sun, E. Yao HRing: a structured P2P overlay based on harmonic series IEEE Trans. Parallel Distrib. Syst. 19 2 2008 145 158