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2017 | OriginalPaper | Buchkapitel

FPGA-Based Smart Camera System for Real-Time Automated Video Surveillance

verfasst von : Sanjay Singh, Sumeet Saurav, Ravi Saini, Atanendu S. Mandal, Santanu Chaudhury

Erschienen in: VLSI Design and Test

Verlag: Springer Singapore

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Abstract

Automated video surveillance is a rapidly evolving area and has been gaining importance in the research community in recent years due to its capabilities of performing more efficient and effective surveillance by employing smart cameras. In this article, we present the design and implementation of an FPGA-based smart camera system for automated video surveillance. The complete system is prototyped on Xilinx ML510 FPGA platform and meets the real-time requirements of video surveillance applications while aiming at FPGA resource reduction. The implemented smart camera system is capable of automatically performing real-time motion detection, real-time video history generation, real-time focused region extraction, real-time filtering of frames of interest, and real-time object tracking of identified target with automatic purposive camera movement. The system is designed to work in real-time for live color video streams of standard PAL (720 × 576) resolution, which is the most commonly used video resolution for current generation surveillance systems. The implemented smart camera system is also capable of processing HD resolution video streams in real-time.

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Literatur
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Zurück zum Zitat Kandhalu, A., Rowe, A., Rajkumar, R., Huang, C., Yeh, C.C.: Real-time video surveillance over IEEE 802.11 mesh network. In: Proceedings: 15th IEEE Real-Time and Embedded Technology and Applications Symposium, pp. 205–214 (2009) Kandhalu, A., Rowe, A., Rajkumar, R., Huang, C., Yeh, C.C.: Real-time video surveillance over IEEE 802.11 mesh network. In: Proceedings: 15th IEEE Real-Time and Embedded Technology and Applications Symposium, pp. 205–214 (2009)
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Zurück zum Zitat Jiang, H., Ardo, H., Owall, V.: A hardware architecture for real-time video segmentation utilizing memory reduction techniques. IEEE Trans. Circ. Syst. Video Technol. 19(2), 226–236 (2009)CrossRef Jiang, H., Ardo, H., Owall, V.: A hardware architecture for real-time video segmentation utilizing memory reduction techniques. IEEE Trans. Circ. Syst. Video Technol. 19(2), 226–236 (2009)CrossRef
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Zurück zum Zitat Singh, S., Saurav, S., Shekhar, C., Vohra, A.: Prototyping an automated video surveillance system using FPGAs. Int. J. Image Graph. Sig. Process. (IJIGSP) 8(8), 37–46 (2016). MECS PressCrossRef Singh, S., Saurav, S., Shekhar, C., Vohra, A.: Prototyping an automated video surveillance system using FPGAs. Int. J. Image Graph. Sig. Process. (IJIGSP) 8(8), 37–46 (2016). MECS PressCrossRef
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Zurück zum Zitat Singh, S., Dunga, S.M., Saini, R., Mandal, A.S., Shekhar, C., Vohra, A., Chaudhary, S.: Hardware accelerator design for change detection in smart camera. In: SPIE Proceedings: International Conference on Graphics and Image Processing (ICGIP 2010), Cairo, Egypt, vol. 8285, Article ID 82852T, pp. 1–5, 1–2 October 2011 Singh, S., Dunga, S.M., Saini, R., Mandal, A.S., Shekhar, C., Vohra, A., Chaudhary, S.: Hardware accelerator design for change detection in smart camera. In: SPIE Proceedings: International Conference on Graphics and Image Processing (ICGIP 2010), Cairo, Egypt, vol. 8285, Article ID 82852T, pp. 1–5, 1–2 October 2011
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Zurück zum Zitat Singh, S., Mandal, A.S., Shekhar, C., Vohra, A.: Real-time implementation of change detection for automated video surveillance system. ISRN Electronics 2013, 1–5 (2013). Article ID 691930, Hindawi, USACrossRef Singh, S., Mandal, A.S., Shekhar, C., Vohra, A.: Real-time implementation of change detection for automated video surveillance system. ISRN Electronics 2013, 1–5 (2013). Article ID 691930, Hindawi, USACrossRef
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Zurück zum Zitat Singh, S., Shekhar, C., Vohra, A.: FPGA-based real-time motion detection for automated video surveillance systems. Electronics 5(1), 1–18 (2016). MDPI, SwitzerlandCrossRef Singh, S., Shekhar, C., Vohra, A.: FPGA-based real-time motion detection for automated video surveillance systems. Electronics 5(1), 1–18 (2016). MDPI, SwitzerlandCrossRef
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Zurück zum Zitat Singh, S., Saurav, S., Saini, R., Saini, A.K., Shekhar, C., Vohra, A.: Automatic real-time extraction of focused regions in a live video stream using edge width information. In: IEEE Proceedings: 18th International Symposium on VLSI Design and Test (VDAT-2014), PSG College of Technology, Coimbatore, India, 16–18 July 2014, pp. 1–2 (2014) Singh, S., Saurav, S., Saini, R., Saini, A.K., Shekhar, C., Vohra, A.: Automatic real-time extraction of focused regions in a live video stream using edge width information. In: IEEE Proceedings: 18th International Symposium on VLSI Design and Test (VDAT-2014), PSG College of Technology, Coimbatore, India, 16–18 July 2014, pp. 1–2 (2014)
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Zurück zum Zitat Singh, S., Dunga, S.M., Mandal, A.S., Shekhar, C., Chaudhary, S.: FPGA based embedded implementation of video summary generation scheme in smart camera systems. Adv. Mater. Res. 403–408, 516–521 (2011). Trans Tech Publications, SwitzerlandCrossRef Singh, S., Dunga, S.M., Mandal, A.S., Shekhar, C., Chaudhary, S.: FPGA based embedded implementation of video summary generation scheme in smart camera systems. Adv. Mater. Res. 403–408, 516–521 (2011). Trans Tech Publications, SwitzerlandCrossRef
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Zurück zum Zitat Singh, S., Dunga, S.M., Saini, R., Mandal, A.S., Shekhar, C., Vohra, A.: Hardware accelerator design for tracking in smart camera. In: SPIE Proceedings: International Conference on Graphics and Image Processing (ICGIP 2010), Cairo, Egypt, vol. 8285, Article ID 82852S, pp. 1–5, 1–2 October 2011 Singh, S., Dunga, S.M., Saini, R., Mandal, A.S., Shekhar, C., Vohra, A.: Hardware accelerator design for tracking in smart camera. In: SPIE Proceedings: International Conference on Graphics and Image Processing (ICGIP 2010), Cairo, Egypt, vol. 8285, Article ID 82852S, pp. 1–5, 1–2 October 2011
10.
Zurück zum Zitat Singh, S., Saini, R., Saurav, S., Saini, A.K.: Real-time object tracking with active PTZ camera using hardware acceleration approach. Int. J. Image Graph. Signal Process. (IJIGSP) 9(2), 55–62 (2017). MECS PressCrossRef Singh, S., Saini, R., Saurav, S., Saini, A.K.: Real-time object tracking with active PTZ camera using hardware acceleration approach. Int. J. Image Graph. Signal Process. (IJIGSP) 9(2), 55–62 (2017). MECS PressCrossRef
Metadaten
Titel
FPGA-Based Smart Camera System for Real-Time Automated Video Surveillance
verfasst von
Sanjay Singh
Sumeet Saurav
Ravi Saini
Atanendu S. Mandal
Santanu Chaudhury
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-7470-7_52

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