Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking
This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated o...
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| Format: | Online |
| Language: | English |
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KIT Scientific Publishing
2021
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| Online Access: | 34219 |
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| _version_ | 1869528471204528128 |
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| author | Grinberg, Michael |
| author_browse | Grinberg, Michael |
| author_facet | Grinberg, Michael |
| author_sort | Grinberg, Michael |
| collection | Directory of Open Access Books |
| description | This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations. |
| format | Online |
| id | doab-20.500.12854ir-47470 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-474702023-12-20T18:40:51Z Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking Grinberg, Michael QA75.5-76.95 gestörte Detektionenfeature-based probabilistic merkmalsbasiert probabilistisch Datenassoziation object tracking corrupted detections data association Objektverfolgung bic Book Industry Communication::U Computing & information technology::UY Computer science This work proposes a feature-based probabilistic data association and tracking approach (FBPDATA) for multi-object tracking. FBPDATA is based on re-identification and tracking of individual video image points (feature points) and aims at solving the problems of partial, split (fragmented), bloated or missed detections, which are due to sensory or algorithmic restrictions, limited field of view of the sensors, as well as occlusion situations. 2021-02-11T13:31:22Z 2021-02-11T13:31:22Z 2019-07-28 18:37:01 2018 book 34219 18636489 9783731507819 https://directory.doabooks.org/handle/20.500.12854/47470 eng Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe image/jpeg Attribution-ShareAlike 4.0 International https://www.ksp.kit.edu/9783731507819 KIT Scientific Publishing 10.5445/KSP/1000081430 10.5445/KSP/1000081430 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731507819 XXII, 256 p. open access |
| spellingShingle | QA75.5-76.95 gestörte Detektionenfeature-based probabilistic merkmalsbasiert probabilistisch Datenassoziation object tracking corrupted detections data association Objektverfolgung bic Book Industry Communication::U Computing & information technology::UY Computer science Grinberg, Michael Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title | Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title_full | Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title_fullStr | Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title_full_unstemmed | Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title_short | Feature-Based Probabilistic Data Association for Video-Based Multi-Object Tracking |
| title_sort | feature based probabilistic data association for video based multi object tracking |
| topic | QA75.5-76.95 gestörte Detektionenfeature-based probabilistic merkmalsbasiert probabilistisch Datenassoziation object tracking corrupted detections data association Objektverfolgung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| topic_facet | QA75.5-76.95 gestörte Detektionenfeature-based probabilistic merkmalsbasiert probabilistisch Datenassoziation object tracking corrupted detections data association Objektverfolgung bic Book Industry Communication::U Computing & information technology::UY Computer science |
| url | 34219 |
| work_keys_str_mv | AT grinbergmichael featurebasedprobabilisticdataassociationforvideobasedmultiobjecttracking |