Aerial Infrared Target Tracking in Complex Background Based on Combined Tracking and Detecting
المؤلفون المشاركون
Hu, Yangguang
Xiao, Mingqing
Zhang, Kai
Wang, Xiaotian
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-17، 17ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2019-03-14
دولة النشر
مصر
عدد الصفحات
17
التخصصات الرئيسية
الملخص EN
Aerial infrared target tracking is the basis of many weapon systems, especially the air-to-air missile.
Till now, it is still challenging research to track the aircraft in the event of complex background.
In this paper, we focus on developing an algorithm that could track the aircraft fast and accurately based on infrared image sequence.
We proposed a framework composed of a tracker T based on correlation filter and a detector D based on deep learning, which we call combined tracking and detecting (CTAD).
With such collaboration, the algorithm enjoys both the high efficiency provided by correlation filter and the strong discriminative power provided by deep learning.
Finally, we performed experiments on three representative infrared image sequences and two sequences from VOT-TIR2016 dataset to quantitatively evaluate the performance of our algorithm.
To evaluate our algorithm scientifically, we present the experiments performed on two sequences from AMCOM FLIR dataset of the proposed algorithm.
The experimental results demonstrate that our algorithm could track the infrared target reliably, which shows comparable performance with the deep tracker, while running at a fast speed of about 18.1 fps.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Hu, Yangguang& Xiao, Mingqing& Zhang, Kai& Wang, Xiaotian. 2019. Aerial Infrared Target Tracking in Complex Background Based on Combined Tracking and Detecting. Mathematical Problems in Engineering،Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1194758
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Hu, Yangguang…[et al.]. Aerial Infrared Target Tracking in Complex Background Based on Combined Tracking and Detecting. Mathematical Problems in Engineering No. 2019 (2019), pp.1-17.
https://search.emarefa.net/detail/BIM-1194758
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Hu, Yangguang& Xiao, Mingqing& Zhang, Kai& Wang, Xiaotian. Aerial Infrared Target Tracking in Complex Background Based on Combined Tracking and Detecting. Mathematical Problems in Engineering. 2019. Vol. 2019, no. 2019, pp.1-17.
https://search.emarefa.net/detail/BIM-1194758
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1194758
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