Efficient human motion detection with adaptive background for vision-based security system

Motion detection is very important in video surveillance system especially for video compression, human detection, and behaviour analysis. Various approaches have been used for detecting motion in a continuous video stream but for real-time video surveillance system; we need a motion detection tha...

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Main Authors: Kamaru Zaman, Fadhlan Hafizhelmi, Ali, Md Hazrat, Shafie, Amir Akramin, Rizman, Zairi Ismael
Format: Article
Language:English
English
Published: INSIGHT - Indonesian Society for Knowledge and Human Development 2017
Subjects:
Online Access:http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/1/62825_Efficient%20human%20motion%20detection%20with%20adaptive_article.pdf
http://irep.iium.edu.my/62825/2/62825_Efficient%20human%20motion%20detection%20with%20adaptive_scopus.pdf
id iium-62825
recordtype eprints
spelling iium-628252018-03-20T02:51:23Z http://irep.iium.edu.my/62825/ Efficient human motion detection with adaptive background for vision-based security system Kamaru Zaman, Fadhlan Hafizhelmi Ali, Md Hazrat Shafie, Amir Akramin Rizman, Zairi Ismael TA Engineering (General). Civil engineering (General) Motion detection is very important in video surveillance system especially for video compression, human detection, and behaviour analysis. Various approaches have been used for detecting motion in a continuous video stream but for real-time video surveillance system; we need a motion detection that can provide accurate detection even in non-static background regardless of surroundings (outdoor or indoor), object speed and size, robust to camera noisy pixels or sudden change in light intensity. This is very important to ensure that the security of a monitored parameter or area is not compromised. In this paper, we propose a method for human motion detection that employs adaptive background subtraction, camera noise reduction and white pixel count threshold for real-time video streams. INSIGHT - Indonesian Society for Knowledge and Human Development 2017 Article PeerReviewed application/pdf en http://irep.iium.edu.my/62825/1/62825_Efficient%20human%20motion%20detection%20with%20adaptive_article.pdf application/pdf en http://irep.iium.edu.my/62825/2/62825_Efficient%20human%20motion%20detection%20with%20adaptive_scopus.pdf Kamaru Zaman, Fadhlan Hafizhelmi and Ali, Md Hazrat and Shafie, Amir Akramin and Rizman, Zairi Ismael (2017) Efficient human motion detection with adaptive background for vision-based security system. International Journal on Advanced Science, Engineering and Information Technology, 7 (3). pp. 1026-1031. ISSN 2088-5334 E-ISSN 2460-6952 http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=1329 10.18517/ijaseit.7.3.1329
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Kamaru Zaman, Fadhlan Hafizhelmi
Ali, Md Hazrat
Shafie, Amir Akramin
Rizman, Zairi Ismael
Efficient human motion detection with adaptive background for vision-based security system
description Motion detection is very important in video surveillance system especially for video compression, human detection, and behaviour analysis. Various approaches have been used for detecting motion in a continuous video stream but for real-time video surveillance system; we need a motion detection that can provide accurate detection even in non-static background regardless of surroundings (outdoor or indoor), object speed and size, robust to camera noisy pixels or sudden change in light intensity. This is very important to ensure that the security of a monitored parameter or area is not compromised. In this paper, we propose a method for human motion detection that employs adaptive background subtraction, camera noise reduction and white pixel count threshold for real-time video streams.
format Article
author Kamaru Zaman, Fadhlan Hafizhelmi
Ali, Md Hazrat
Shafie, Amir Akramin
Rizman, Zairi Ismael
author_facet Kamaru Zaman, Fadhlan Hafizhelmi
Ali, Md Hazrat
Shafie, Amir Akramin
Rizman, Zairi Ismael
author_sort Kamaru Zaman, Fadhlan Hafizhelmi
title Efficient human motion detection with adaptive background for vision-based security system
title_short Efficient human motion detection with adaptive background for vision-based security system
title_full Efficient human motion detection with adaptive background for vision-based security system
title_fullStr Efficient human motion detection with adaptive background for vision-based security system
title_full_unstemmed Efficient human motion detection with adaptive background for vision-based security system
title_sort efficient human motion detection with adaptive background for vision-based security system
publisher INSIGHT - Indonesian Society for Knowledge and Human Development
publishDate 2017
url http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/
http://irep.iium.edu.my/62825/1/62825_Efficient%20human%20motion%20detection%20with%20adaptive_article.pdf
http://irep.iium.edu.my/62825/2/62825_Efficient%20human%20motion%20detection%20with%20adaptive_scopus.pdf
first_indexed 2023-09-18T21:29:01Z
last_indexed 2023-09-18T21:29:01Z
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