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2019 | OriginalPaper | Buchkapitel

Cooperative Video-Surveillance Framework in Internet of Things (IoT) Domain

verfasst von : A. F. Santamaria, P. Raimondo, N. Palmieri, M. Tropea, F. De Rango

Erschienen in: The Internet of Things for Smart Urban Ecosystems

Verlag: Springer International Publishing

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Abstract

In this chapter a cooperative heterogeneous system for an enhanced video-surveillance service will be presented. Edge and fog computing architectures make possible the realization of even more complex and distributed services. Moreover, the distribution of sensors and devices gives us the possibility to increase the knowledge of the monitored environments by exploiting Machine to Machine (M2M) communications protocols and their architectures. The rapid growth of IoT increased the number of the smart devices able to acquire, actuate and exchange information in a smart way. In this chapter, the main issues related to the design of an architecture for a smart cooperative video-surveillance system will be presented. The end-system shall exploit edge and fog computing for video-analytics services and communication protocols for cameras data exchange. Finally, all systems together realize a cooperative tracking among cameras that involves detection and tracking techniques to work jointly. At the end a detected anomaly can be followed among cameras generating alerting and notifying messages that will be sent to the designed human interaction system without explicit human interactions in the detection, tracking and system managing processes.

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Literatur
2.
Zurück zum Zitat F. Cicirelli, A. Guerrieri, G. Spezzano, A. Vinci, An edge-based platform for dynamic smart city applications. Future Gener. Comput. Syst. 76, 106–118 (2017)CrossRef F. Cicirelli, A. Guerrieri, G. Spezzano, A. Vinci, An edge-based platform for dynamic smart city applications. Future Gener. Comput. Syst. 76, 106–118 (2017)CrossRef
3.
Zurück zum Zitat N.T. Siebel, Design and Implementation of People Tracking Algorithms for Visual Survelliance Applications (University of Reading, 2003) N.T. Siebel, Design and Implementation of People Tracking Algorithms for Visual Survelliance Applications (University of Reading, 2003)
5.
Zurück zum Zitat S. Ali, M. Shah, Floor fields for tracking in high density crowd scenes, in Proceedings of ECCV, 2008 S. Ali, M. Shah, Floor fields for tracking in high density crowd scenes, in Proceedings of ECCV, 2008
6.
Zurück zum Zitat C. Liu, J. Yuen, A. Torralba, J. Sivic, W.T. Freeman, Sift flow, in Proceedings of ECCV, 2008 C. Liu, J. Yuen, A. Torralba, J. Sivic, W.T. Freeman, Sift flow, in Proceedings of ECCV, 2008
7.
Zurück zum Zitat J. Yuen, A. Torralba, A data-driven approach for event prediction, in Proceedings of ECCV, 2010 J. Yuen, A. Torralba, A data-driven approach for event prediction, in Proceedings of ECCV, 2010
8.
Zurück zum Zitat A. Molinaro, F. De Rango, S. Marano, M. Tropea, A scalable framework for in IP-oriented terrestrial-GEO satellite networks. IEEE Commun. Mag. 43(4), 130–137 (2005)CrossRef A. Molinaro, F. De Rango, S. Marano, M. Tropea, A scalable framework for in IP-oriented terrestrial-GEO satellite networks. IEEE Commun. Mag. 43(4), 130–137 (2005)CrossRef
9.
Zurück zum Zitat F. De Rango, M. Tropea, P. Fazio, S. Marano, Call admission control for aggregate MPEG-2 traffic over multimedia geo-satellite networks. IEEE Trans. Broadcast. 54(3), 612–622 (2008)CrossRef F. De Rango, M. Tropea, P. Fazio, S. Marano, Call admission control for aggregate MPEG-2 traffic over multimedia geo-satellite networks. IEEE Trans. Broadcast. 54(3), 612–622 (2008)CrossRef
10.
Zurück zum Zitat F. De Rango, F. Veltri, P. Fazio, S. Marano, Two-level trajectory-based routing protocol for vehicular ad hoc networks in freeway and Manhattan environments. J. Netw. 4(9), 866–880 (2009) F. De Rango, F. Veltri, P. Fazio, S. Marano, Two-level trajectory-based routing protocol for vehicular ad hoc networks in freeway and Manhattan environments. J. Netw. 4(9), 866–880 (2009)
11.
Zurück zum Zitat F. De Rango, M. Gerla, S. Marano, A scalable routing scheme with group motion support in large and dense wireless ad hoc networks. Comput. Electr. Eng. 32(1–3), 224–240 (2006)CrossRef F. De Rango, M. Gerla, S. Marano, A scalable routing scheme with group motion support in large and dense wireless ad hoc networks. Comput. Electr. Eng. 32(1–3), 224–240 (2006)CrossRef
12.
Zurück zum Zitat F. De Rango, M. Tropea, A.F. Santamaria, S. Marano, Multicast QoS core-based tree routing protocol and genetic algorithm over an HAP-satellite architecture. IEEE Trans. Veh. Technol. 58(8), 4447–4461 (2009)CrossRef F. De Rango, M. Tropea, A.F. Santamaria, S. Marano, Multicast QoS core-based tree routing protocol and genetic algorithm over an HAP-satellite architecture. IEEE Trans. Veh. Technol. 58(8), 4447–4461 (2009)CrossRef
13.
Zurück zum Zitat B. Zhou, Y.Z. Lee, M. Gerla, F. De Rango, GeoLANMAR: a scalable routing protocol for ad hoc networks with group motion. Wirel. Commun. Mob. Comput. 6(7), 989–1002 (2006)CrossRef B. Zhou, Y.Z. Lee, M. Gerla, F. De Rango, GeoLANMAR: a scalable routing protocol for ad hoc networks with group motion. Wirel. Commun. Mob. Comput. 6(7), 989–1002 (2006)CrossRef
14.
Zurück zum Zitat M. Satyanarayanan et al., The case for VM-Based cloudlets in mobile computing. IEEE Pervasive Comput. 8(4), 14–23 (2009)CrossRef M. Satyanarayanan et al., The case for VM-Based cloudlets in mobile computing. IEEE Pervasive Comput. 8(4), 14–23 (2009)CrossRef
15.
Zurück zum Zitat F. Bonomi et al., Fog computing and its role in the internet of things, in Proceedings of 1st edn. MCC Workshop Mobile Cloud Computing (MCC 12), 2012, pp. 13–15 F. Bonomi et al., Fog computing and its role in the internet of things, in Proceedings of 1st edn. MCC Workshop Mobile Cloud Computing (MCC 12), 2012, pp. 13–15
16.
Zurück zum Zitat J. Gettys, K. Nichols, Bufferbloat: Dark Buffers in the Internet, vol. 9, no. 11 (ACM Queue, 2011) J. Gettys, K. Nichols, Bufferbloat: Dark Buffers in the Internet, vol. 9, no. 11 (ACM Queue, 2011)
19.
Zurück zum Zitat H.S. Parekh, D.G. Thakore, U.K. Jaliya, A survey on object detection and tracking methods. Int. J. Innov. Res. Comput. Commun. Eng. 2(2) (2014) H.S. Parekh, D.G. Thakore, U.K. Jaliya, A survey on object detection and tracking methods. Int. J. Innov. Res. Comput. Commun. Eng. 2(2) (2014)
20.
21.
Zurück zum Zitat S. Miguet A. Ilyas, M. Scuturici, Inter-camera color calibration for object re-identification and tracking, in 2010 International Conference of Soft Computing and Pattern Recognition, 2010 S. Miguet A. Ilyas, M. Scuturici, Inter-camera color calibration for object re-identification and tracking, in 2010 International Conference of Soft Computing and Pattern Recognition, 2010
24.
Zurück zum Zitat C.G. Saneem Ahmed, S. Saravanakumar, A. Vadivel, Multiple human object tracking using background subtraction and shadow removal techniques, in Signal and Image Processing, 2010 C.G. Saneem Ahmed, S. Saravanakumar, A. Vadivel, Multiple human object tracking using background subtraction and shadow removal techniques, in Signal and Image Processing, 2010
26.
Zurück zum Zitat G. Sindhuja, S. Devi, M. Renuka, Comparative analysis of mean shift in object tracking, in Power Control Communication and Computational Technologies for Sustainable Growth, 2016, pp. 283–287 G. Sindhuja, S. Devi, M. Renuka, Comparative analysis of mean shift in object tracking, in Power Control Communication and Computational Technologies for Sustainable Growth, 2016, pp. 283–287
27.
Zurück zum Zitat H. Ji, Real time robust 11 tracker using accelerated proximal gradient approach, in IEEE Conference on Computer Vision and Pattern Recognition, 2012, pp. 1830–1837 H. Ji, Real time robust 11 tracker using accelerated proximal gradient approach, in IEEE Conference on Computer Vision and Pattern Recognition, 2012, pp. 1830–1837
28.
Zurück zum Zitat J.F. Henriques, C. Rui, P. Martins, J. Batista, High-speed tracking with kernelized correlation filters. IEEE Trans. Pattern Anal. Mach. Intell. 37(3), 583–596 (2015)CrossRef J.F. Henriques, C. Rui, P. Martins, J. Batista, High-speed tracking with kernelized correlation filters. IEEE Trans. Pattern Anal. Mach. Intell. 37(3), 583–596 (2015)CrossRef
29.
Zurück zum Zitat S. Hare, S. Golodetz, A. Saffari, V. Vineet, M.M. Cheng, S.L. Hicks, P.H.S. Torr, Struck: structured output tracking with kernels. IEEE Trans. Pattern Anal. Mach. Intell. 38(10), 2096 (2016) S. Hare, S. Golodetz, A. Saffari, V. Vineet, M.M. Cheng, S.L. Hicks, P.H.S. Torr, Struck: structured output tracking with kernels. IEEE Trans. Pattern Anal. Mach. Intell. 38(10), 2096 (2016)
31.
Zurück zum Zitat R.T. Collins, A.J. Lipton, H. Fujiyoshi, T. Kanade, Algorithms for cooperative multisensory surveillance, in Proceedings of IEEE, Oct 2001 R.T. Collins, A.J. Lipton, H. Fujiyoshi, T. Kanade, Algorithms for cooperative multisensory surveillance, in Proceedings of IEEE, Oct 2001
32.
Zurück zum Zitat J. Mallett, V.M. Bove, Eye society, in Proceedings of IEEE ICME, 2003 J. Mallett, V.M. Bove, Eye society, in Proceedings of IEEE ICME, 2003
33.
Zurück zum Zitat C. Hong Lin, T. LV, W. Wolf, B. Ozer, A peer to peer architecture for distributed real time gesture recognition, in Proceedings of International Conference on Multimedia and Exhibition (IEEE 2004) C. Hong Lin, T. LV, W. Wolf, B. Ozer, A peer to peer architecture for distributed real time gesture recognition, in Proceedings of International Conference on Multimedia and Exhibition (IEEE 2004)
34.
Zurück zum Zitat M. Bramberger, M. Quartisch, T. Winkler, B. Rinner, H. Scwabach, Integrating multicamera tracking into a dynamic task allocation system for smart cameras, in Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance, 2005 M. Bramberger, M. Quartisch, T. Winkler, B. Rinner, H. Scwabach, Integrating multicamera tracking into a dynamic task allocation system for smart cameras, in Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance, 2005
35.
Zurück zum Zitat L. McMillan, G. Bishop, Plenoptic modeling: and image-based rendering system, in Proceedings of ACM SIGGRAPH L. McMillan, G. Bishop, Plenoptic modeling: and image-based rendering system, in Proceedings of ACM SIGGRAPH
36.
Zurück zum Zitat B. Leibe, E. Koller-Meier, L. Van Gool, M. Breitenstein, F. Reichlin, Online Multi-Person Tracking-by-Detection from a Single, Uncalibrated Camera. Pattern Anal. Mach. Intell. (2010) B. Leibe, E. Koller-Meier, L. Van Gool, M. Breitenstein, F. Reichlin, Online Multi-Person Tracking-by-Detection from a Single, Uncalibrated Camera. Pattern Anal. Mach. Intell. (2010)
37.
Zurück zum Zitat B. Schiele M. Andriluka, S. Roth, People-tracking-by-detection and peopledetection-by-tracking. Comput. Vis. Pattern Recognit. (2008) B. Schiele M. Andriluka, S. Roth, People-tracking-by-detection and peopledetection-by-tracking. Comput. Vis. Pattern Recognit. (2008)
38.
Zurück zum Zitat E. Cassano, F. Florio, F. De Rango, S. Marano, A performance comparison between ROC-RSSI and trilateration localization techniques for WPAN sensor networks in a real outdoor testbed, in Wireless Telecommunications Symposium, WTS 2009, Prague, Czech Republic, 22–24 Apr 2009, pp. 1–8 E. Cassano, F. Florio, F. De Rango, S. Marano, A performance comparison between ROC-RSSI and trilateration localization techniques for WPAN sensor networks in a real outdoor testbed, in Wireless Telecommunications Symposium, WTS 2009, Prague, Czech Republic, 22–24 Apr 2009, pp. 1–8
39.
Zurück zum Zitat P. Simoens et al., Scalable crowd-sourcing of video from mobile devices, in Proceedings of 11th International Conference Mobile Systems Applications and Services (MobiSys 13), 2013, pp. 139-152 P. Simoens et al., Scalable crowd-sourcing of video from mobile devices, in Proceedings of 11th International Conference Mobile Systems Applications and Services (MobiSys 13), 2013, pp. 139-152
Metadaten
Titel
Cooperative Video-Surveillance Framework in Internet of Things (IoT) Domain
verfasst von
A. F. Santamaria
P. Raimondo
N. Palmieri
M. Tropea
F. De Rango
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-96550-5_13

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