Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms
number of algorithms have been recently proposed for automatic intruder detection from CCTV images. Past researchers have typically tested these algorithms on centralized networks where all images are transmitted to a central control room. This paper demonstrates the applicability of a selection of...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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SERSC (Science & Engineering Research Support Society)
2014
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/36243/ http://irep.iium.edu.my/36243/1/37.pdf |
| _version_ | 1848781188659937280 |
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| author | Ahmed, Tarem Ahmed, Supriyo Pathan, Al-Sakib Khan |
| author_facet | Ahmed, Tarem Ahmed, Supriyo Pathan, Al-Sakib Khan |
| author_sort | Ahmed, Tarem |
| building | IIUM Repository |
| collection | Online Access |
| description | number of algorithms have been recently proposed for automatic intruder detection from CCTV images. Past researchers have typically tested these algorithms on centralized networks where all images are transmitted to a central control room. This paper demonstrates the applicability of a selection of such algorithms to a distributed network of wireless sensors. A distributed network of wireless visual sensors was simulated using a number of high-resolution webcams setup in the hallways of an academic building. The selected algorithms were then applied in a distributed fashion at each node. An empirical comparison of the most popular of the recent algorithms on a simulation of a wireless sensor network was thus obtained. This paper provides corroborating evidence in support of the most effective of such algorithms to the problem of automatic anomaly detection from image streams. |
| first_indexed | 2025-11-14T15:45:36Z |
| format | Article |
| id | iium-36243 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:45:36Z |
| publishDate | 2014 |
| publisher | SERSC (Science & Engineering Research Support Society) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-362432020-11-02T01:31:15Z http://irep.iium.edu.my/36243/ Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms Ahmed, Tarem Ahmed, Supriyo Pathan, Al-Sakib Khan QA75 Electronic computers. Computer science number of algorithms have been recently proposed for automatic intruder detection from CCTV images. Past researchers have typically tested these algorithms on centralized networks where all images are transmitted to a central control room. This paper demonstrates the applicability of a selection of such algorithms to a distributed network of wireless sensors. A distributed network of wireless visual sensors was simulated using a number of high-resolution webcams setup in the hallways of an academic building. The selected algorithms were then applied in a distributed fashion at each node. An empirical comparison of the most popular of the recent algorithms on a simulation of a wireless sensor network was thus obtained. This paper provides corroborating evidence in support of the most effective of such algorithms to the problem of automatic anomaly detection from image streams. SERSC (Science & Engineering Research Support Society) 2014 Article PeerReviewed application/pdf en http://irep.iium.edu.my/36243/1/37.pdf Ahmed, Tarem and Ahmed, Supriyo and Pathan, Al-Sakib Khan (2014) Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms. International Journal of Control and Automation, 7 (3). pp. 389-400. ISSN 2005-4297 http://www.sersc.org/journals/IJCA/vol7_no3/37.pdf 10.14257/ijca.2014.7.3.37 |
| spellingShingle | QA75 Electronic computers. Computer science Ahmed, Tarem Ahmed, Supriyo Pathan, Al-Sakib Khan Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title | Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title_full | Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title_fullStr | Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title_full_unstemmed | Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title_short | Automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| title_sort | automated surveillance in distributed, visual networks: an empirical comparison of recent algorithms |
| topic | QA75 Electronic computers. Computer science |
| url | http://irep.iium.edu.my/36243/ http://irep.iium.edu.my/36243/ http://irep.iium.edu.my/36243/ http://irep.iium.edu.my/36243/1/37.pdf |