Outdoor People Tracking
We address the problem of automatically detecting and tracking outdoor people. We propose to combine background subtraction based tracking with tracking-by-detection approach in a Kalman filtering framework. For the detection purpose, we use HOG detector, which detects people only in those regions s...
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| Format: | Article |
| Language: | English |
| Published: |
Kyrgyz Turkish Manas University
2018-05-01
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| Series: | MANAS: Journal of Engineering |
| Subjects: | |
| Online Access: | https://dergipark.org.tr/en/download/article-file/576025 |
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| _version_ | 1832542945888174080 |
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| author | V. Adanova M. Atagoziev |
| author_facet | V. Adanova M. Atagoziev |
| author_sort | V. Adanova |
| collection | DOAJ |
| description | We address the problem of automatically detecting and tracking outdoor people. We propose to combine background subtraction based tracking with tracking-by-detection approach in a Kalman filtering framework. For the detection purpose, we use HOG detector, which detects people only in those regions suggested by background subtraction model. Since detectors may give false positives or miss targets, background subtraction is used to complement the detector outcomes. |
| format | Article |
| id | doaj-art-28459422ec4c4f9cb562fcb890c08619 |
| institution | Kabale University |
| issn | 1694-7398 |
| language | English |
| publishDate | 2018-05-01 |
| publisher | Kyrgyz Turkish Manas University |
| record_format | Article |
| series | MANAS: Journal of Engineering |
| spelling | doaj-art-28459422ec4c4f9cb562fcb890c086192025-02-03T12:02:32ZengKyrgyz Turkish Manas UniversityMANAS: Journal of Engineering1694-73982018-05-016145551437Outdoor People TrackingV. AdanovaM. AtagozievWe address the problem of automatically detecting and tracking outdoor people. We propose to combine background subtraction based tracking with tracking-by-detection approach in a Kalman filtering framework. For the detection purpose, we use HOG detector, which detects people only in those regions suggested by background subtraction model. Since detectors may give false positives or miss targets, background subtraction is used to complement the detector outcomes.https://dergipark.org.tr/en/download/article-file/576025people detectionpeople trackingtracking-by-detectionsurveillancekalman filtering |
| spellingShingle | V. Adanova M. Atagoziev Outdoor People Tracking MANAS: Journal of Engineering people detection people tracking tracking-by-detection surveillance kalman filtering |
| title | Outdoor People Tracking |
| title_full | Outdoor People Tracking |
| title_fullStr | Outdoor People Tracking |
| title_full_unstemmed | Outdoor People Tracking |
| title_short | Outdoor People Tracking |
| title_sort | outdoor people tracking |
| topic | people detection people tracking tracking-by-detection surveillance kalman filtering |
| url | https://dergipark.org.tr/en/download/article-file/576025 |
| work_keys_str_mv | AT vadanova outdoorpeopletracking AT matagoziev outdoorpeopletracking |