Motion Behavior Recognition Algorithm and Case Analysis Based on OpenPose
As a powerful open-source human pose estimation library, OpenPose, with its unique deep learning algorithm, can quickly and accurately detect the key points of the human body in images or videos, and plays a pivotal role in the field of motion behavior recognition, becoming the preferred tool for ma...
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| Vydané v: | Procedia computer science Ročník 262; s. 358 - 367 |
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| Hlavní autori: | , |
| Médium: | Journal Article |
| Jazyk: | English |
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Elsevier B.V
2025
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| ISSN: | 1877-0509, 1877-0509 |
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| Abstract | As a powerful open-source human pose estimation library, OpenPose, with its unique deep learning algorithm, can quickly and accurately detect the key points of the human body in images or videos, and plays a pivotal role in the field of motion behavior recognition, becoming the preferred tool for many researchers to carry out related research and application development. This research is based on OpenPose algorithm, aiming at the existing problems of this algorithm, it has improved from the two aspects of introducing SE and multi-modal data fusion. Basketball is selected as an example, and a variety of advanced equipment and methods are used to ensure that the collected data is highly reliable and widely representative. Using the same experimental environment, the shooting action, dribbling action and passing action of the collected data are identified respectively. The results show that the improved model can better deal with the complex and changeable action scenes in basketball. |
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| AbstractList | As a powerful open-source human pose estimation library, OpenPose, with its unique deep learning algorithm, can quickly and accurately detect the key points of the human body in images or videos, and plays a pivotal role in the field of motion behavior recognition, becoming the preferred tool for many researchers to carry out related research and application development. This research is based on OpenPose algorithm, aiming at the existing problems of this algorithm, it has improved from the two aspects of introducing SE and multi-modal data fusion. Basketball is selected as an example, and a variety of advanced equipment and methods are used to ensure that the collected data is highly reliable and widely representative. Using the same experimental environment, the shooting action, dribbling action and passing action of the collected data are identified respectively. The results show that the improved model can better deal with the complex and changeable action scenes in basketball. |
| Author | Jing, Wen Li, Yang |
| Author_xml | – sequence: 1 givenname: Yang surname: Li fullname: Li, Yang email: bhdxly@163.com – sequence: 2 givenname: Wen surname: Jing fullname: Jing, Wen |
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| Cites_doi | 10.1080/21681163.2024.2331052 10.1016/j.otsr.2024.104044 10.3390/s25030799 |
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| Keywords | recognition algorithm SE case analysis motion behavior multimodal data fusion OpenPose |
| Language | English |
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| References | Baldinger, Reimer, Senner (bib4) 2025; 25 Ding, Liu, Zhang (bib8) 2025; 55 Henry R, Cordillet S, Rauscent H, et al. Comparison of the OpenPose system and the reference optoelectronic system for gait analysis of lower-limb angular parameters in children[J]. Orthopaedics & traumatology, surgery & research: OTSR, 2024, 104044. Zhang, Yang, Yang (bib6) 2020; 20 Ma, Peng, Sun (bib10) 2022; 21 Salinas, García, Padilla (bib2) 2024 Zhang, Gan (bib3) 2025; 38 Kumari N, Yadagani A, Behera B, et al. Human motion activity recognition and pattern analysis using compressed deep neural networks[J].Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2024, 12(1): 2331052. Qiu, Liu, Hu (bib7) 2024; 57 Liu (bib9) 2022; 43 Salinas (10.1016/j.procs.2025.05.063_bib2) 2024 Liu (10.1016/j.procs.2025.05.063_bib9) 2022; 43 10.1016/j.procs.2025.05.063_bib1 Qiu (10.1016/j.procs.2025.05.063_bib7) 2024; 57 Ma (10.1016/j.procs.2025.05.063_bib10) 2022; 21 Zhang (10.1016/j.procs.2025.05.063_bib6) 2020; 20 Zhang (10.1016/j.procs.2025.05.063_bib3) 2025; 38 10.1016/j.procs.2025.05.063_bib5 Baldinger (10.1016/j.procs.2025.05.063_bib4) 2025; 25 Ding (10.1016/j.procs.2025.05.063_bib8) 2025; 55 |
| References_xml | – volume: 21 start-page: 247 year: 2022 end-page: 252 ident: bib10 article-title: Review of Human Pose Estimation Technology Research Based on OpenPose[J] publication-title: Software Guide – start-page: 71467051 year: 2024 end-page: 81467051 ident: bib2 article-title: Multimodal driver emotion recognition using motor activity and facial expressions[J] publication-title: Frontiers in Artificial Intelligence – volume: 20 start-page: 49 year: 2020 end-page: 55 ident: bib6 article-title: Application of Intelligent Escalator Monitoring System Based on Open Pose[J] publication-title: Journal of Heilongjiang University of Technology(Comprehensive Edition) – reference: Henry R, Cordillet S, Rauscent H, et al. Comparison of the OpenPose system and the reference optoelectronic system for gait analysis of lower-limb angular parameters in children[J]. Orthopaedics & traumatology, surgery & research: OTSR, 2024, 104044. – volume: 55 start-page: 51 year: 2025 end-page: 54 ident: bib8 article-title: Research on pull-up detection algorithm based on improved OpenPose[J] publication-title: Communication & Information Technology – volume: 25 start-page: 799 year: 2025 ident: bib4 article-title: Influence of the Camera Viewing Angle on OpenPose Validity in Motion Analysis[J] publication-title: Sensors – reference: Kumari N, Yadagani A, Behera B, et al. Human motion activity recognition and pattern analysis using compressed deep neural networks[J].Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2024, 12(1): 2331052. – volume: 57 start-page: 829 year: 2024 end-page: 836 ident: bib7 article-title: Research on intelligent detection of safety protective equipment worn by live workers of overhaul without power interruption based on Openpose-CenterNet[J] publication-title: Engineering Journal of Wuhan University – volume: 38 start-page: 21 year: 2025 end-page: 25 ident: bib3 article-title: Usability Study of Fitness Equipment Based on OpenPose Action Posture Analysis[J] publication-title: Development & Innovation of Machinery & Electrical Products – volume: 43 start-page: 78 year: 2022 end-page: 83 ident: bib9 article-title: Design of Basketball Action Recognition System Based on Improved OpenPose Algorithm[J] publication-title: Journal of Tonghua Normal University – volume: 20 start-page: 49 issue: 10 year: 2020 ident: 10.1016/j.procs.2025.05.063_bib6 article-title: Application of Intelligent Escalator Monitoring System Based on Open Pose[J] publication-title: Journal of Heilongjiang University of Technology(Comprehensive Edition) – start-page: 71467051 year: 2024 ident: 10.1016/j.procs.2025.05.063_bib2 article-title: Multimodal driver emotion recognition using motor activity and facial expressions[J] publication-title: Frontiers in Artificial Intelligence – ident: 10.1016/j.procs.2025.05.063_bib1 doi: 10.1080/21681163.2024.2331052 – ident: 10.1016/j.procs.2025.05.063_bib5 doi: 10.1016/j.otsr.2024.104044 – volume: 25 start-page: 799 issue: 3 year: 2025 ident: 10.1016/j.procs.2025.05.063_bib4 article-title: Influence of the Camera Viewing Angle on OpenPose Validity in Motion Analysis[J] publication-title: Sensors doi: 10.3390/s25030799 – volume: 55 start-page: 51 issue: 01 year: 2025 ident: 10.1016/j.procs.2025.05.063_bib8 article-title: Research on pull-up detection algorithm based on improved OpenPose[J] publication-title: Communication & Information Technology – volume: 57 start-page: 829 issue: 06 year: 2024 ident: 10.1016/j.procs.2025.05.063_bib7 article-title: Research on intelligent detection of safety protective equipment worn by live workers of overhaul without power interruption based on Openpose-CenterNet[J] publication-title: Engineering Journal of Wuhan University – volume: 43 start-page: 78 issue: 12 year: 2022 ident: 10.1016/j.procs.2025.05.063_bib9 article-title: Design of Basketball Action Recognition System Based on Improved OpenPose Algorithm[J] publication-title: Journal of Tonghua Normal University – volume: 21 start-page: 247 issue: 11 year: 2022 ident: 10.1016/j.procs.2025.05.063_bib10 article-title: Review of Human Pose Estimation Technology Research Based on OpenPose[J] publication-title: Software Guide – volume: 38 start-page: 21 issue: 01 year: 2025 ident: 10.1016/j.procs.2025.05.063_bib3 article-title: Usability Study of Fitness Equipment Based on OpenPose Action Posture Analysis[J] publication-title: Development & Innovation of Machinery & Electrical Products |
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| Title | Motion Behavior Recognition Algorithm and Case Analysis Based on OpenPose |
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