A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation
Aiming at the problem that traditional human motion pose estimation methods cannot accurately capture and estimate the movement changes of children dancers, a hierarchical dance pose estimation method for children based on sequence multiscale feature fusion representation is proposed. By comparing t...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Advances in Multimedia |
| Online Access: | http://dx.doi.org/10.1155/2022/2445210 |
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| _version_ | 1849395628197543936 |
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| author | Yanan Qin Tao Huang Guanzhen Tang |
| author_facet | Yanan Qin Tao Huang Guanzhen Tang |
| author_sort | Yanan Qin |
| collection | DOAJ |
| description | Aiming at the problem that traditional human motion pose estimation methods cannot accurately capture and estimate the movement changes of children dancers, a hierarchical dance pose estimation method for children based on sequence multiscale feature fusion representation is proposed. By comparing the pose feature extraction algorithm with the actual recognition effect, the recognition rates of the dancer’s upper body, infiltration, and whole body have increased by 14.2, 10.6, and 12.6, respectively. The experimental results show that the proposed pose estimation algorithm achieves good pose estimation results on both the standard human pose estimation dataset and the self-built dance dataset. |
| format | Article |
| id | doaj-art-a95afdfd917a4ad5be588c7c782dc8b4 |
| institution | Kabale University |
| issn | 1687-5699 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Multimedia |
| spelling | doaj-art-a95afdfd917a4ad5be588c7c782dc8b42025-08-20T03:39:32ZengWileyAdvances in Multimedia1687-56992022-01-01202210.1155/2022/2445210A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion RepresentationYanan Qin0Tao Huang1Guanzhen Tang2Preschool EducationSchool of Information ScienceCollege of ArtAiming at the problem that traditional human motion pose estimation methods cannot accurately capture and estimate the movement changes of children dancers, a hierarchical dance pose estimation method for children based on sequence multiscale feature fusion representation is proposed. By comparing the pose feature extraction algorithm with the actual recognition effect, the recognition rates of the dancer’s upper body, infiltration, and whole body have increased by 14.2, 10.6, and 12.6, respectively. The experimental results show that the proposed pose estimation algorithm achieves good pose estimation results on both the standard human pose estimation dataset and the self-built dance dataset.http://dx.doi.org/10.1155/2022/2445210 |
| spellingShingle | Yanan Qin Tao Huang Guanzhen Tang A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation Advances in Multimedia |
| title | A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation |
| title_full | A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation |
| title_fullStr | A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation |
| title_full_unstemmed | A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation |
| title_short | A Hierarchical Children’s Dance Movement Pose Estimation Method Based on Sequence Multiscale Feature Fusion Representation |
| title_sort | hierarchical children s dance movement pose estimation method based on sequence multiscale feature fusion representation |
| url | http://dx.doi.org/10.1155/2022/2445210 |
| work_keys_str_mv | AT yananqin ahierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation AT taohuang ahierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation AT guanzhentang ahierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation AT yananqin hierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation AT taohuang hierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation AT guanzhentang hierarchicalchildrensdancemovementposeestimationmethodbasedonsequencemultiscalefeaturefusionrepresentation |