Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm
Technical movement analysis requires specialized domain knowledge and processing a large amount of data, and the advantages of AI in processing data can improve the efficiency of data analysis. In this paper, we propose a feature pyramid network-based temporal action detection (FPN-TAD) algorithm, w...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2021-01-01
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| Series: | Discrete Dynamics in Nature and Society |
| Online Access: | http://dx.doi.org/10.1155/2021/4320846 |
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| _version_ | 1832546002221924352 |
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| author | Quanping Shen Songzhong Ye |
| author_facet | Quanping Shen Songzhong Ye |
| author_sort | Quanping Shen |
| collection | DOAJ |
| description | Technical movement analysis requires specialized domain knowledge and processing a large amount of data, and the advantages of AI in processing data can improve the efficiency of data analysis. In this paper, we propose a feature pyramid network-based temporal action detection (FPN-TAD) algorithm, which is used to solve the problem that the action proposal module has a low recall rate for small-scale temporal target action regions in the current video temporal action detection algorithm research. This paper is divided into three parts. The first part is an overview of the algorithm; the second part elaborates the network structure and the working principle of the FPN-TAD algorithm; and the third part gives the experimental results and analysis of the algorithm. |
| format | Article |
| id | doaj-art-9460b5f2c6a3490f918d9ccd8737bfc1 |
| institution | Kabale University |
| issn | 1607-887X |
| language | English |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Discrete Dynamics in Nature and Society |
| spelling | doaj-art-9460b5f2c6a3490f918d9ccd8737bfc12025-02-03T07:24:15ZengWileyDiscrete Dynamics in Nature and Society1607-887X2021-01-01202110.1155/2021/4320846Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description AlgorithmQuanping Shen0Songzhong Ye1Minjiang Normal CollegeSports Industry Development Research CenterTechnical movement analysis requires specialized domain knowledge and processing a large amount of data, and the advantages of AI in processing data can improve the efficiency of data analysis. In this paper, we propose a feature pyramid network-based temporal action detection (FPN-TAD) algorithm, which is used to solve the problem that the action proposal module has a low recall rate for small-scale temporal target action regions in the current video temporal action detection algorithm research. This paper is divided into three parts. The first part is an overview of the algorithm; the second part elaborates the network structure and the working principle of the FPN-TAD algorithm; and the third part gives the experimental results and analysis of the algorithm.http://dx.doi.org/10.1155/2021/4320846 |
| spellingShingle | Quanping Shen Songzhong Ye Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm Discrete Dynamics in Nature and Society |
| title | Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm |
| title_full | Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm |
| title_fullStr | Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm |
| title_full_unstemmed | Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm |
| title_short | Research on Human Motion Analysis in Moving Scene Based on Timing Detection and Video Description Algorithm |
| title_sort | research on human motion analysis in moving scene based on timing detection and video description algorithm |
| url | http://dx.doi.org/10.1155/2021/4320846 |
| work_keys_str_mv | AT quanpingshen researchonhumanmotionanalysisinmovingscenebasedontimingdetectionandvideodescriptionalgorithm AT songzhongye researchonhumanmotionanalysisinmovingscenebasedontimingdetectionandvideodescriptionalgorithm |