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相关论文: Controllable Dance Generation with Style-Guided Mo…

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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…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Nhat Le , Tuong Do , Khoa Do , Hien Nguyen , Erman Tjiputra , Quang D. Tran , Anh Nguyen

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…

图形学 · 计算机科学 2026-04-21 Xinran Liu , Xu Dong , Shenbin Qian , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

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…

声音 · 计算机科学 2024-03-21 Ronghui Li , Yuqin Dai , Yachao Zhang , Jun Li , Jian Yang , Jie Guo , Xiu Li

Computational dance generation is crucial in many areas, such as art, human-computer interaction, virtual reality, and digital entertainment, particularly for generating coherent and expressive long dance sequences. Diffusion-based…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Hongsong Wang , Yin Zhu , Qiuxia Lai , Yang Zhang , Guo-Sen Xie , Xin Geng

Denoising diffusion models have shown great promise in human motion synthesis conditioned on natural language descriptions. However, integrating spatial constraints, such as pre-defined motion trajectories and obstacles, remains a challenge…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Korrawe Karunratanakul , Konpat Preechakul , Supasorn Suwajanakorn , Siyu Tang

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…

声音 · 计算机科学 2025-02-28 Xinran Liu , Zhenhua Feng , Diptesh Kanojia , Wenwu Wang

3D human dance motion is a cooperative and elegant social movement. Unlike regular simple locomotion, it is challenging to synthesize artistic dance motions due to the irregularity, kinematic complexity and diversity. It requires the…

图形学 · 计算机科学 2020-06-11 Wenlin Zhuang , Yangang Wang , Joseph Robinson , Congyi Wang , Ming Shao , Yun Fu , Siyu Xia

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…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Siqi Yang , Zejun Yang , Zhisheng Wang

Dance serves as a powerful medium for expressing human emotions, but the lifelike generation of dance is still a considerable challenge. Recently, diffusion models have showcased remarkable generative abilities across various domains. They…

声音 · 计算机科学 2024-06-25 Canyu Zhang , Youbao Tang , Ning Zhang , Ruei-Sung Lin , Mei Han , Jing Xiao , Song Wang

Current training of motion style transfer systems relies on consistency losses across style domains to preserve contents, hindering its scalable application to a large number of domains and private data. Recent image transfer works show the…

计算机视觉与模式识别 · 计算机科学 2023-12-13 Wenjie Yin , Yi Yu , Hang Yin , Danica Kragic , Mårten Björkman

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…

机器学习 · 计算机科学 2026-03-25 Jing Xu , Weiqiang Wang , Cunjian Chen , Jun Liu , Qiuhong Ke

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…

声音 · 计算机科学 2025-10-07 Yuqin Dai , Wanlu Zhu , Ronghui Li , Xiu Li , Zhenyu Zhang , Jun Li , Jian Yang

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…

图形学 · 计算机科学 2023-08-08 Qiaosong Qi , Le Zhuo , Aixi Zhang , Yue Liao , Fei Fang , Si Liu , Shuicheng Yan

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…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Jinlu Zhang , Zixi Kang , Libin Liu , Jianlong Chang , Qi Tian , Feng Gao , Yizhou Wang

Generating motion sequences conforming to a target style while adhering to the given content prompts requires accommodating both the content and style. In existing methods, the information usually only flows from style to content, which may…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Zhe Li , Yisheng He , Lei Zhong , Weichao Shen , Qi Zuo , Lingteng Qiu , Zilong Dong , Laurence Tianruo Yang , Weihao Yuan

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…

声音 · 计算机科学 2026-02-24 Kaixing Yang , Xulong Tang , Ziqiao Peng , Yuxuan Hu , Jun He , Hongyan Liu

Recent advances in dance generation have enabled the automatic synthesis of 3D dance motions. However, existing methods still face significant challenges in simultaneously achieving high realism, precise dance-music synchronization, diverse…

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:…

计算机视觉与模式识别 · 计算机科学 2025-02-07 Yuqin Dai , Wanlu Zhu , Ronghui Li , Zeping Ren , Xiangzheng Zhou , Jixuan Ying , Jun Li , Jian Yang

Generating the motion of orchestral conductors from a given piece of symphony music is a challenging task since it requires a model to learn semantic music features and capture the underlying distribution of real conducting motion. Prior…

音频与语音处理 · 电气工程与系统科学 2023-11-14 Zhuoran Zhao , Jinbin Bai , Delong Chen , Debang Wang , Yubo Pan

Diffusion models have recently gained significant attention in robotics due to their ability to generate multi-modal distributions of system states and behaviors. However, a key challenge remains: ensuring precise control over the generated…

机器人学 · 计算机科学 2025-10-01 Luobin Wang , Hongzhan Yu , Chenning Yu , Sicun Gao , Henrik Christensen
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