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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

Generating full-body and multi-genre dance sequences from given music is a challenging task, due to the limitations of existing datasets and the inherent complexity of the fine-grained hand motion and dance genres. To address these…

Computer Vision and Pattern Recognition · Computer Science 2023-08-31 Ronghui Li , Junfan Zhao , Yachao Zhang , Mingyang Su , Zeping Ren , Han Zhang , Yansong Tang , Xiu Li

Music-driven 3D dance generation offers significant creative potential, yet practical applications demand versatile and multimodal control. As the highly dynamic and complex human motion covering various styles and genres, dance generation…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Jinlu Zhang , Zixi Kang , Libin Liu , Jianlong Chang , Qi Tian , Feng Gao , Yizhou Wang

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

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

Music-driven 3D dance generation has attracted increasing attention in recent years, with promising applications in choreography, virtual reality, and creative content creation. Previous research has generated promising realistic dance…

Sound · Computer Science 2026-02-24 Kaixing Yang , Xulong Tang , Ziqiao Peng , Yuxuan Hu , Jun He , Hongyan Liu

Generating 3D dances from music is an emerged research task that benefits a lot of applications in vision and graphics. Previous works treat this task as sequence generation, however, it is challenging to render a music-aligned long-term…

Artificial Intelligence · Computer Science 2023-07-28 Buyu Li , Yongchi Zhao , Zhelun Shi , Lu Sheng

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

Synthesize human motions from music, i.e., music to dance, is appealing and attracts lots of research interests in recent years. It is challenging due to not only the requirement of realistic and complex human motions for dance, but more…

Computer Vision and Pattern Recognition · Computer Science 2020-03-12 Wenlin Zhuang , Congyi Wang , Siyu Xia , Jinxiang Chai , Yangang Wang

Music-to-dance generation represents a challenging yet pivotal task at the intersection of choreography, virtual reality, and creative content generation. Despite its significance, existing methods face substantial limitation in achieving…

Existing music-driven 3D dance generation methods mainly concentrate on high-quality dance generation, but lack sufficient control during the generation process. To address these issues, we propose a unified framework capable of generating…

Sound · Computer Science 2024-03-21 Ronghui Li , Yuqin Dai , Yachao Zhang , Jun Li , Jian Yang , Jie Guo , Xiu Li

Dance-driven music generation aims to generate musical pieces conditioned on dance videos. Previous works focus on monophonic or raw audio generation, while the multi-instruments scenario is under-explored. The challenges associated with…

Multimedia · Computer Science 2024-02-28 Bo Han , Yuheng Li , Yixuan Shen , Yi Ren , Feilin Han

In music-driven dance motion generation, most existing methods use hand-crafted features and neglect that music foundation models have profoundly impacted cross-modal content generation. To bridge this gap, we propose a diffusion-based…

Sound · Computer Science 2025-02-28 Xinran Liu , Zhenhua Feng , Diptesh Kanojia , Wenwu Wang

Although existing 3D dance generation methods perform well in controlled scenarios, they often struggle to generalize in the wild. When conditioned on unseen music, existing methods often produce unstructured or physically implausible…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Ronghui Li , Zhongyuan Hu , Li Siyao , Youliang Zhang , Haozhe Xie , Mingyuan Zhang , Jie Guo , Xiu Li , Ziwei Liu

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

Dance requires skillful composition of complex movements that follow rhythmic, tonal and timbral features of music. Formally, generating dance conditioned on a piece of music can be expressed as a problem of modelling a high-dimensional…

Dance and music are closely related forms of expression, with mutual retrieval between dance videos and music being a fundamental task in various fields like education, art, and sports. However, existing methods often suffer from unnatural…

Sound · Computer Science 2023-10-17 Kaixing Yang , Xukun Zhou , Xulong Tang , Ran Diao , Hongyan Liu , Jun He , Zhaoxin Fan

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

How to automatically synthesize natural-looking dance movements based on a piece of music is an incrementally popular yet challenging task. Most existing data-driven approaches require hard-to-get paired training data and fail to generate…

Computer Vision and Pattern Recognition · Computer Science 2023-03-30 Bin Feng , Tenglong Ao , Zequn Liu , Wei Ju , Libin Liu , Ming Zhang

Humans perform a variety of interactive motions, among which duet dance is one of the most challenging interactions. However, in terms of human motion generative models, existing works are still unable to generate high-quality interactive…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Ronghui Li , Youliang Zhang , Yachao Zhang , Yuxiang Zhang , Mingyang Su , Jie Guo , Ziwei Liu , Yebin Liu , Xiu Li
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