The improved YOLOv5s and DeepSORT framework diagram.
<p>The improved YOLOv5s and DeepSORT framework diagram.</p>
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2025
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| _version_ | 1852015263638093824 |
|---|---|
| author | Tianyu Cheng (5075000) |
| author2 | Fujie Sun (22537638) Liang Mao (200719) Haoxuan Ou (22537641) Shuqin Tu (22537644) Fang Yuan (96264) Hairan Yang (22537647) |
| author2_role | author author author author author author |
| author_facet | Tianyu Cheng (5075000) Fujie Sun (22537638) Liang Mao (200719) Haoxuan Ou (22537641) Shuqin Tu (22537644) Fang Yuan (96264) Hairan Yang (22537647) |
| author_role | author |
| dc.creator.none.fl_str_mv | Tianyu Cheng (5075000) Fujie Sun (22537638) Liang Mao (200719) Haoxuan Ou (22537641) Shuqin Tu (22537644) Fang Yuan (96264) Hairan Yang (22537647) |
| dc.date.none.fl_str_mv | 2025-10-31T17:31:38Z |
| dc.identifier.none.fl_str_mv | 10.1371/journal.pone.0334783.g002 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/figure/The_improved_YOLOv5s_and_DeepSORT_framework_diagram_/30502611 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Ecology Sociology Science Policy Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified experimental results show farm demanding conditions false detection due accuracy improvement compared housed pigs attacking improved yolov5s adopts daily behaviors detection deepsort </ p improved deepsort model improved yolov5s pig detection missed detection high accuracy density conditions yolov5s model test videos special dataset pig behaviors one pig main goal experiments demonstrate different lighting comparison test behavior recognition attention mechanism 3 %, |
| dc.title.none.fl_str_mv | The improved YOLOv5s and DeepSORT framework diagram. |
| dc.type.none.fl_str_mv | Image Figure info:eu-repo/semantics/publishedVersion image |
| description | <p>The improved YOLOv5s and DeepSORT framework diagram.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_d6d37608f8ed5f00a9066c5ee0801ee8 |
| identifier_str_mv | 10.1371/journal.pone.0334783.g002 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/30502611 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | The improved YOLOv5s and DeepSORT framework diagram.Tianyu Cheng (5075000)Fujie Sun (22537638)Liang Mao (200719)Haoxuan Ou (22537641)Shuqin Tu (22537644)Fang Yuan (96264)Hairan Yang (22537647)EcologySociologyScience PolicySpace ScienceEnvironmental Sciences not elsewhere classifiedBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedexperimental results showfarm demanding conditionsfalse detection dueaccuracy improvement comparedhoused pigs attackingimproved yolov5s adoptsdaily behaviors detectiondeepsort </ pimproved deepsort modelimproved yolov5spig detectionmissed detectionhigh accuracydensity conditionsyolov5s modeltest videosspecial datasetpig behaviorsone pigmain goalexperiments demonstratedifferent lightingcomparison testbehavior recognitionattention mechanism3 %,<p>The improved YOLOv5s and DeepSORT framework diagram.</p>2025-10-31T17:31:38ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0334783.g002https://figshare.com/articles/figure/The_improved_YOLOv5s_and_DeepSORT_framework_diagram_/30502611CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/305026112025-10-31T17:31:38Z |
| spellingShingle | The improved YOLOv5s and DeepSORT framework diagram. Tianyu Cheng (5075000) Ecology Sociology Science Policy Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified experimental results show farm demanding conditions false detection due accuracy improvement compared housed pigs attacking improved yolov5s adopts daily behaviors detection deepsort </ p improved deepsort model improved yolov5s pig detection missed detection high accuracy density conditions yolov5s model test videos special dataset pig behaviors one pig main goal experiments demonstrate different lighting comparison test behavior recognition attention mechanism 3 %, |
| status_str | publishedVersion |
| title | The improved YOLOv5s and DeepSORT framework diagram. |
| title_full | The improved YOLOv5s and DeepSORT framework diagram. |
| title_fullStr | The improved YOLOv5s and DeepSORT framework diagram. |
| title_full_unstemmed | The improved YOLOv5s and DeepSORT framework diagram. |
| title_short | The improved YOLOv5s and DeepSORT framework diagram. |
| title_sort | The improved YOLOv5s and DeepSORT framework diagram. |
| topic | Ecology Sociology Science Policy Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified experimental results show farm demanding conditions false detection due accuracy improvement compared housed pigs attacking improved yolov5s adopts daily behaviors detection deepsort </ p improved deepsort model improved yolov5s pig detection missed detection high accuracy density conditions yolov5s model test videos special dataset pig behaviors one pig main goal experiments demonstrate different lighting comparison test behavior recognition attention mechanism 3 %, |