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Performance Comparison of Several Deep Learning-Based Object Detection Algorithms Utilizing Thermal Images

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Israa University
Sharrab Y.O.; Al-Shboul S.; Alsmira M.; Khalifeh A.; Dwekat Z.; Alsmadi I.; Al-Khasawneh A.
Sharrab, Yousef O. (55441240300); Al-Shboul, Sana'a (57292158700); Alsmira, Mohammad (57450389400); Khalifeh, Ala' (23004872200); Dwekat, Zyad (6505716464); Alsmadi, Izzat (17433667400); Al-Khasawneh, Ahmad (24464103800)
55441240300; 57292158700; 57450389400; 23004872200; 6505716464; 17433667400; 24464103800
2021
2021 2nd International Conference on Intelligent Data Science Technologies and Applications, IDSTA 2021
Performance Comparison of Several Deep Learning-Based Object Detection Algorithms Utilizing Thermal Images
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22
Alsmirat M.; Alsmirat M.; Jararweh Y.; Awaysheh F.; Aloqaily M.
Institute of Electrical and Electronics Engineers Inc.
Israa University, Faculty of Information Technology, Amman, Jordan; Jordan University of Science and Technology, Department of Computer Engineering, Irbid, Jordan; University of Sharjah, Computer Science Department, Sharjah, United Arab Emirates; German Jordan University, Department of Electrical Engineering, Madaba, Jordan; Higher Colleges of Technology Hct, Engineering Technology and Science, Dubai, United Arab Emirates; Texas AandM, Department of Computing and Cyber Security, San Antonio, United States; Hashemite University, Information Technology Department, Zarqa, Jordan
Sharrab Y.O., Israa University, Faculty of Information Technology, Amman, Jordan; Al-Shboul S., Jordan University of Science and Technology, Department of Computer Engineering, Irbid, Jordan; Alsmira M., University of Sharjah, Computer Science Department, Sharjah, United Arab Emirates; Khalifeh A., German Jordan University, Department of Electrical Engineering, Madaba, Jordan; Dwekat Z., Higher Colleges of Technology Hct, Engineering Technology and Science, Dubai, United Arab Emirates; Alsmadi I., Texas AandM, Department of Computing and Cyber Security, San Antonio, United States; Al-Khasawneh A., Hashemite University, Information Technology Department, Zarqa, Jordan
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10.1109/IDSTA53674.2021.9660820
Computer Vision; Deep Learning; Detection Accuracy; EfficientDet; Keras; Machine Learning; MobileNet; Models Accuracy Comparison; Neural Networks; Object Detection; ResNet; SSD; TensorFlow 2.0; Thermal Images
Application programming interfaces (API); Application programs; Computer vision; Deep learning; Infrared imaging; Learning algorithms; Object detection; Signal detection; Accuracy comparisons; Deep learning; Detection accuracy; Efficientdet; Keras; Machine-learning; Mobilenet; Model accuracy comparison; Modeling accuracy; Neural-networks; Objects detection; Resnet; SSD; Tensorflow 2.0; Thermal images; Object recognition