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Group dance generation from music requires synchronizing multiple dancers while maintaining spatial coordination, making it highly relevant to applications such as film production, gaming, and animation. Recent group dance generation models…

Machine Learning · Computer Science 2026-03-25 Jing Xu , Weiqiang Wang , Cunjian Chen , Jun Liu , Qiuhong Ke

Music-driven choreography is a challenging problem with a wide variety of industrial applications. Recently, many methods have been proposed to synthesize dance motions from music for a single dancer. However, generating dance motion for a…

Multimedia · Computer Science 2023-03-28 Nhat Le , Thang Pham , Tuong Do , Erman Tjiputra , Quang D. Tran , Anh Nguyen

Music-driven dance generation has garnered significant attention due to its wide range of industrial applications, particularly in the creation of group choreography. During the group dance generation process, however, most existing methods…

Sound · Computer Science 2025-10-07 Yuqin Dai , Wanlu Zhu , Ronghui Li , Xiu Li , Zhenyu Zhang , Jun Li , Jian Yang

Generating group dance motion from the music is a challenging task with several industrial applications. Although several methods have been proposed to tackle this problem, most of them prioritize optimizing the fidelity in dancing…

Computer Vision and Pattern Recognition · Computer Science 2024-08-01 Nhat Le , Khoa Do , Xuan Bui , Tuong Do , Erman Tjiputra , Quang D. Tran , Anh Nguyen

Dancing with music is always an essential human art form to express emotion. Due to the high temporal-spacial complexity, long-term 3D realist dance generation synchronized with music is challenging. Existing methods suffer from the…

Computer Vision and Pattern Recognition · Computer Science 2023-08-24 Siqi Yang , Zejun Yang , Zhisheng Wang

Dance generation is crucial and challenging, particularly in domains like dance performance and virtual gaming. In the current body of literature, most methodologies focus on Solo Music2Dance. While there are efforts directed towards Group…

Sound · Computer Science 2024-12-30 Kaixing Yang , Xulong Tang , Haoyu Wu , Qinliang Xue , Biao Qin , Hongyan Liu , Zhaoxin Fan

Music-driven group choreography poses a considerable challenge but holds significant potential for a wide range of industrial applications. The ability to generate synchronized and visually appealing group dance motions that are aligned…

Computer Vision and Pattern Recognition · Computer Science 2023-11-07 Nhat Le , Tuong Do , Khoa Do , Hien Nguyen , Erman Tjiputra , Quang D. Tran , Anh Nguyen

Creating group choreography from music is crucial in cultural entertainment and virtual reality, with a focus on generating harmonious movements. Despite growing interest, recent approaches often struggle with two major challenges:…

Computer Vision and Pattern Recognition · Computer Science 2025-02-07 Yuqin Dai , Wanlu Zhu , Ronghui Li , Zeping Ren , Xiangzheng Zhou , Jixuan Ying , Jun Li , Jian Yang

Group dance, a sub-genre characterized by intricate motions made by a cohort of performers in tight synchronization, has a longstanding and culturally significant history and, in modern forms such as cheerleading, a broad base of current…

Human-Computer Interaction · Computer Science 2024-06-18 Soohwan Lee , Seoyeong Hwang , Ian Oakley , Kyungho Lee

Music-driven dance generation is a challenging task as it requires strict adherence to genre-specific choreography while ensuring physically realistic and precisely synchronized dance sequences with the music's beats and rhythm. Although…

Graphics · Computer Science 2026-04-21 Xinran Liu , Xu Dong , Shenbin Qian , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

To generate dance that temporally and aesthetically matches the music is a challenging problem, as the following factors need to be considered. First, the aesthetic styles and messages conveyed by the motion and music should be consistent.…

Multimedia · Computer Science 2022-07-18 Ho Yin Au , Jie Chen , Junkun Jiang , Yike Guo

Dance choreography for a piece of music is a challenging task, having to be creative in presenting distinctive stylistic dance elements while taking into account the musical theme and rhythm. It has been tackled by different approaches such…

Sound · Computer Science 2022-05-05 Shuang Wu , Shijian Lu , Li Cheng

When hearing music, it is natural for people to dance to its rhythm. Automatic dance generation, however, is a challenging task due to the physical constraints of human motion and rhythmic alignment with target music. Conventional…

Graphics · Computer Science 2023-08-08 Qiaosong Qi , Le Zhuo , Aixi Zhang , Yue Liao , Fei Fang , Si Liu , Shuicheng Yan

Human dance generation (HDG) aims to synthesize realistic videos from images and sequences of driving poses. Despite great success, existing methods are limited to generating videos of a single person with specific backgrounds, while the…

Computer Vision and Pattern Recognition · Computer Science 2024-01-25 Zhe Xu , Kun Wei , Xu Yang , Cheng Deng

Dance plays an important role as an artistic form and expression in human culture, yet automatically generating dance sequences is a significant yet challenging endeavor. Existing approaches often neglect the critical aspect of…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 Hongsong Wang , Ying Zhu , Xin Geng , Liang Wang

The advancement of generative AI has extended to the realm of Human Dance Generation, demonstrating superior generative capacities. However, current methods still exhibit deficiencies in achieving spatiotemporal consistency, resulting in…

Computer Vision and Pattern Recognition · Computer Science 2023-10-24 Haipeng Fang , Zhihao Sun , Ziyao Huang , Fan Tang , Juan Cao , Sheng Tang

Reactive dance generation (RDG), the task of generating a dance conditioned on a lead dancer's motion, holds significant promise for enhancing human-robot interaction and immersive digital entertainment. Despite progress in duet…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Jingzhong Lin , Xinru Li , Yuanyuan Qi , Bohao Zhang , Wenxiang Liu , Kecheng Tang , Wenxuan Huang , Xiangfeng Xu , Bangyan Li , Changbo Wang , Gaoqi He

Dancing to music is one of human's innate abilities since ancient times. In machine learning research, however, synthesizing dance movements from music is a challenging problem. Recently, researchers synthesize human motion sequences…

Computer Vision and Pattern Recognition · Computer Science 2023-09-12 Ruozi Huang , Huang Hu , Wei Wu , Kei Sawada , Mi Zhang , Daxin Jiang

Automatic choreography generation is a challenging task because it often requires an understanding of two abstract concepts - music and dance - which are realized in the two different modalities, namely audio and video, respectively. In…

Multimedia · Computer Science 2018-11-05 Juheon Lee , Seohyun Kim , Kyogu Lee

Generating long-term, coherent, and realistic music-conditioned dance sequences remains a challenging task in human motion synthesis. Existing approaches exhibit critical limitations: motion graph methods rely on fixed template libraries,…

Sound · Computer Science 2025-06-04 Mingyang Huang , Peng Zhang , Bang Zhang
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