舞蹈智能编排与展示系统的设计与实现
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上海大学上海电影学院 上海 200072

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TP391.7

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上海市自然科学基金(19ZR1419100)


Intelligent Music-driven dance choreography and display system
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Film School, Shanghai University, Shanghai 200072, China

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    摘要:

    传统舞蹈编排耗时费力,需要大量人工参与和重复劳动,另外智能编舞存在数据不足的情况,因此,设计并实现了一种基于有向图神经网络算法进行智能编舞并展示编舞的系统。系统包括场景管理、网络管理、交互管理与数据管理等功能,按照需求将用户分为管理员和普通用户。对于管理员,系统提供资源迁移和用户管理功能,以定期更新可供模型训练使用的数据集。对于普通用户,系统审核用户上传文件的有效性,按需编舞并展示。实验结果表明,与传统方法相比,本文方法可以生成更优的舞蹈序列,用户满意度高,系统响应及时,具有一定的应用价值。

    Abstract:

    Traditional dance choreography is time-consuming and labor-intensive, causing an expensive and tedious production. In addition, intelligent music-driven dance choreography has a circumstance of lack of data. Therefore, an intelligent music-driven dance choreography display system was designed based on a new framework using directed graph nueral network, which faces to administrators and general users, consisting of managements of scene, network, interaction and data. For normal users, the effectiveness of custom audio file is assesed, and the choreography result is returned based on an directed graph neural network framework, then the system displays dance sequences. For administrators, the functions of resource migration and user management are offered to update available models trained on the growing dataset. While for general users, the upload files are checked then choreography and display. The experimental results show that the system can generate higher quality dance sequences compared to baseline, and recives high user satisfaction, short response time, having a certain application value.

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黄东晋,陈一楠,李贞妍.舞蹈智能编排与展示系统的设计与实现[J].电子测量技术,2022,45(13):19-24

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  • 在线发布日期: 2024-04-11
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