Multiobjects Association and Abnormal Behavior Detection for Massive Data Analysis in Multisensor Monitoring Network
المؤلفون المشاركون
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-9، 9ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-11-03
دولة النشر
مصر
عدد الصفحات
9
التخصصات الرئيسية
الملخص EN
With the rapid increase in the number of large-scale distributed cameras and the rapid increase in the monitoring range of the camera network, how to accurately recognize and analyze abnormal behavior is still a challenging problem.
In addition, the appearance of moving objects between different cameras without overlapping fields of view undergoes significant changes, making it difficult to obtain accurate association Therefore, multiobjects association and abnormal behavior detection for massive data analysis in multisensor monitoring network are proposed in this paper, which firstly uses belief propagation to associate multiple objects, extracts the object’s behavior trajectory characteristics, and then builds a long short-term memory classification network to realize automatic classification of abnormal behaviors.
Multiobject association fully considers the timing correlation and object detection probability, as well as the statistical dependence of the measurement on the association matrix.
The experimental results show that our proposed method can achieve a high classification accuracy and sensitivity, which meets the requirements of automatic classification of abnormal behavior in complex monitoring network.
This further shows that this research has practical application value.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Bao, Ke& Ding, Yourong. 2020. Multiobjects Association and Abnormal Behavior Detection for Massive Data Analysis in Multisensor Monitoring Network. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1201737
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Bao, Ke& Ding, Yourong. Multiobjects Association and Abnormal Behavior Detection for Massive Data Analysis in Multisensor Monitoring Network. Mathematical Problems in Engineering No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1201737
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Bao, Ke& Ding, Yourong. Multiobjects Association and Abnormal Behavior Detection for Massive Data Analysis in Multisensor Monitoring Network. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1201737
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1201737
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر