Visual Target Detection and Tracking Based on Kalman Filter
In this study, in order to prevent collision and target tracking in autonomous aircraft, Kalman filter with appropriate solutions for target detection and tracking problems are presented. For the Kalman filter application, the motion-based tracking method that facilitates the tracking of multiple ob...
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| Format: | Article |
| Language: | English |
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Turkish Air Force Academy
2021-07-01
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| Series: | Havacılık ve Uzay Teknolojileri Dergisi |
| Subjects: | |
| Online Access: | http://jast.hho.edu.tr/index.php/JAST/article/view/475 |
| _version_ | 1797907864839258112 |
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| author | Gülay ÜNAL |
| author_facet | Gülay ÜNAL |
| author_sort | Gülay ÜNAL |
| collection | DOAJ |
| description | In this study, in order to prevent collision and target tracking in autonomous aircraft, Kalman filter with appropriate solutions for target detection and tracking problems are presented. For the Kalman filter application, the motion-based tracking method that facilitates the tracking of multiple objects has been used. A background subtraction algorithm was used for the detection of moving objects while corrective actions were applied to the foreground mask to eliminate noise, and the connected pixel groups correspond to moving objects were identified. The used image represents an image taken by a hovering drone. Although the tracked multiple targets disappeared behind the obstacle, the estimated location was determined by means of Kalman filter. Thanks to the fine tuning of the program codes, a successful follow-up has been achieved. The program has continued to follow the moving shadow as a part of the target. |
| first_indexed | 2024-04-10T10:43:10Z |
| format | Article |
| id | doaj.art-5f201c2d9bc047389e4db877b514aebc |
| institution | Directory Open Access Journal |
| issn | 1304-0448 1304-0448 |
| language | English |
| last_indexed | 2024-04-10T10:43:10Z |
| publishDate | 2021-07-01 |
| publisher | Turkish Air Force Academy |
| record_format | Article |
| series | Havacılık ve Uzay Teknolojileri Dergisi |
| spelling | doaj.art-5f201c2d9bc047389e4db877b514aebc2023-02-15T16:20:24ZengTurkish Air Force AcademyHavacılık ve Uzay Teknolojileri Dergisi1304-04481304-04482021-07-01142251259Visual Target Detection and Tracking Based on Kalman FilterGülay ÜNAL0https://orcid.org/0000-0001-8285-0954Eskisehir Technical UniversityIn this study, in order to prevent collision and target tracking in autonomous aircraft, Kalman filter with appropriate solutions for target detection and tracking problems are presented. For the Kalman filter application, the motion-based tracking method that facilitates the tracking of multiple objects has been used. A background subtraction algorithm was used for the detection of moving objects while corrective actions were applied to the foreground mask to eliminate noise, and the connected pixel groups correspond to moving objects were identified. The used image represents an image taken by a hovering drone. Although the tracked multiple targets disappeared behind the obstacle, the estimated location was determined by means of Kalman filter. Thanks to the fine tuning of the program codes, a successful follow-up has been achieved. The program has continued to follow the moving shadow as a part of the target.http://jast.hho.edu.tr/index.php/JAST/article/view/475target trackingkalman filtertarget detection. |
| spellingShingle | Gülay ÜNAL Visual Target Detection and Tracking Based on Kalman Filter Havacılık ve Uzay Teknolojileri Dergisi target tracking kalman filter target detection. |
| title | Visual Target Detection and Tracking Based on Kalman Filter |
| title_full | Visual Target Detection and Tracking Based on Kalman Filter |
| title_fullStr | Visual Target Detection and Tracking Based on Kalman Filter |
| title_full_unstemmed | Visual Target Detection and Tracking Based on Kalman Filter |
| title_short | Visual Target Detection and Tracking Based on Kalman Filter |
| title_sort | visual target detection and tracking based on kalman filter |
| topic | target tracking kalman filter target detection. |
| url | http://jast.hho.edu.tr/index.php/JAST/article/view/475 |
| work_keys_str_mv | AT gulayunal visualtargetdetectionandtrackingbasedonkalmanfilter |