Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing
Abstract Automatic target tracking in emerging remote sensing video-generating tools based on microwave imaging technology and radars has been investigated in this paper. A moving target tracking system is proposed to be low complexity and fast for implementation through edge nodes in a mini-satelli...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2024-02-01
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| Series: | Journal of Cloud Computing: Advances, Systems and Applications |
| Subjects: | |
| Online Access: | https://doi.org/10.1186/s13677-024-00604-0 |
| _version_ | 1797273274375208960 |
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| author | Meiyan Li Qinyong Wang Yuwei Liao |
| author_facet | Meiyan Li Qinyong Wang Yuwei Liao |
| author_sort | Meiyan Li |
| collection | DOAJ |
| description | Abstract Automatic target tracking in emerging remote sensing video-generating tools based on microwave imaging technology and radars has been investigated in this paper. A moving target tracking system is proposed to be low complexity and fast for implementation through edge nodes in a mini-satellite or drone network enabling machine intelligence into large-scale vision systems, in particular, for marine transportation systems. The system uses a group of image processing tools for video pre-processing, and Kalman filtering to do the main task. For testing the system performance, two measures of accuracy and false alarms probability are computed for real vision data. Two types of scenes are analyzed including the scene with single target, and the scene with multiple targets that is more complicated for automatic target detection and tracking systems. The proposed system has achieved a high performance in our tests. |
| first_indexed | 2024-03-07T14:41:09Z |
| format | Article |
| id | doaj.art-c79ffa1663c74f0892879fc4208a89f0 |
| institution | Directory Open Access Journal |
| issn | 2192-113X |
| language | English |
| last_indexed | 2024-03-07T14:41:09Z |
| publishDate | 2024-02-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Journal of Cloud Computing: Advances, Systems and Applications |
| spelling | doaj.art-c79ffa1663c74f0892879fc4208a89f02024-03-05T20:22:20ZengSpringerOpenJournal of Cloud Computing: Advances, Systems and Applications2192-113X2024-02-011311910.1186/s13677-024-00604-0Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensingMeiyan Li0Qinyong Wang1Yuwei Liao2School of Information Engineering, Baise UniversityCollege of Artificial Intelligence, Zhejiang College of Security TechnologyGuangxi Baise Agricultural School Industrial Robot TechnologyAbstract Automatic target tracking in emerging remote sensing video-generating tools based on microwave imaging technology and radars has been investigated in this paper. A moving target tracking system is proposed to be low complexity and fast for implementation through edge nodes in a mini-satellite or drone network enabling machine intelligence into large-scale vision systems, in particular, for marine transportation systems. The system uses a group of image processing tools for video pre-processing, and Kalman filtering to do the main task. For testing the system performance, two measures of accuracy and false alarms probability are computed for real vision data. Two types of scenes are analyzed including the scene with single target, and the scene with multiple targets that is more complicated for automatic target detection and tracking systems. The proposed system has achieved a high performance in our tests.https://doi.org/10.1186/s13677-024-00604-0Edge computingRadar imagingMicrowave remote sensingAutomatic target trackingFalse alarm |
| spellingShingle | Meiyan Li Qinyong Wang Yuwei Liao Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing Journal of Cloud Computing: Advances, Systems and Applications Edge computing Radar imaging Microwave remote sensing Automatic target tracking False alarm |
| title | Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| title_full | Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| title_fullStr | Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| title_full_unstemmed | Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| title_short | Target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| title_sort | target tracking using video surveillance for enabling machine vision services at the edge of marine transportation systems based on microwave remote sensing |
| topic | Edge computing Radar imaging Microwave remote sensing Automatic target tracking False alarm |
| url | https://doi.org/10.1186/s13677-024-00604-0 |
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