Object Initialization in Multiple Object Tracking:A Review
Object initialization method determines how to treat the multi-object tracking problem,being directly related to the subsequent tracking result.Different object initialization methods confirm different multi-object tracking frameworks and each framework provides a way to solve the problem,which make...
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| Format: | Article |
| Language: | zho |
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Editorial office of Computer Science
2022-03-01
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| Series: | Jisuanji kexue |
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| Online Access: | https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-3-152.pdf |
| _version_ | 1818157975988076544 |
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| author | WEN Cheng-yu, FANG Wei-dong, CHEN Wei |
| author_facet | WEN Cheng-yu, FANG Wei-dong, CHEN Wei |
| author_sort | WEN Cheng-yu, FANG Wei-dong, CHEN Wei |
| collection | DOAJ |
| description | Object initialization method determines how to treat the multi-object tracking problem,being directly related to the subsequent tracking result.Different object initialization methods confirm different multi-object tracking frameworks and each framework provides a way to solve the problem,which makes the object initialization of multi-object tracking a huge research prospect.Currently there are few literature on object initialization methods of multi-target tracking,or lacks a systematic overview of object initialization.Therefore,we analyze the object initialization methods on four aspects:multi-hypothesis tracking,network flow,deep learning and topic discovery.We systematically expound the task conversion and object mapping problems under diffe-rent multi-object tracking frameworks,and summarize the object initialization methods for the multi-object tracking. |
| first_indexed | 2024-12-11T15:22:44Z |
| format | Article |
| id | doaj.art-c32112b54df54300bcf311924e88a037 |
| institution | Directory Open Access Journal |
| issn | 1002-137X |
| language | zho |
| last_indexed | 2024-12-11T15:22:44Z |
| publishDate | 2022-03-01 |
| publisher | Editorial office of Computer Science |
| record_format | Article |
| series | Jisuanji kexue |
| spelling | doaj.art-c32112b54df54300bcf311924e88a0372022-12-22T01:00:20ZzhoEditorial office of Computer ScienceJisuanji kexue1002-137X2022-03-0149315216210.11896/jsjkx.210200048Object Initialization in Multiple Object Tracking:A ReviewWEN Cheng-yu, FANG Wei-dong, CHEN Wei01 School of Computer Science and Technology,China University of Mining and Technology,Xuzhou,Jiangsu 221116,China <br/>2 Key Laboratory of Wireless Sensor Network Communication,Shanghai Institute of Microsystem and Information Technology,Chinese Academy of Sciences,Shanghai 200050,ChinaObject initialization method determines how to treat the multi-object tracking problem,being directly related to the subsequent tracking result.Different object initialization methods confirm different multi-object tracking frameworks and each framework provides a way to solve the problem,which makes the object initialization of multi-object tracking a huge research prospect.Currently there are few literature on object initialization methods of multi-target tracking,or lacks a systematic overview of object initialization.Therefore,we analyze the object initialization methods on four aspects:multi-hypothesis tracking,network flow,deep learning and topic discovery.We systematically expound the task conversion and object mapping problems under diffe-rent multi-object tracking frameworks,and summarize the object initialization methods for the multi-object tracking.https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-3-152.pdfmultiple target tracking|object initialization|multiple hypothesis tracking|network flow|deep learning|topic discovery |
| spellingShingle | WEN Cheng-yu, FANG Wei-dong, CHEN Wei Object Initialization in Multiple Object Tracking:A Review Jisuanji kexue multiple target tracking|object initialization|multiple hypothesis tracking|network flow|deep learning|topic discovery |
| title | Object Initialization in Multiple Object Tracking:A Review |
| title_full | Object Initialization in Multiple Object Tracking:A Review |
| title_fullStr | Object Initialization in Multiple Object Tracking:A Review |
| title_full_unstemmed | Object Initialization in Multiple Object Tracking:A Review |
| title_short | Object Initialization in Multiple Object Tracking:A Review |
| title_sort | object initialization in multiple object tracking a review |
| topic | multiple target tracking|object initialization|multiple hypothesis tracking|network flow|deep learning|topic discovery |
| url | https://www.jsjkx.com/fileup/1002-137X/PDF/1002-137X-2022-3-152.pdf |
| work_keys_str_mv | AT wenchengyufangweidongchenwei objectinitializationinmultipleobjecttrackingareview |