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Music to 3D dance generation aims to synthesize realistic and rhythmically synchronized human dance from music. While existing methods often rely on additional genre labels to further improve dance generation, such labels are typically…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Guangtao Lyu , Chenghao Xu , Qi Liu , Jiexi Yan , Muli Yang , Fen Fang , Cheng Deng

Music-driven 3D dance generation has become an intensive research topic in recent years with great potential for real-world applications. Most existing methods lack the consideration of genre, which results in genre inconsistency in the…

声音 · 计算机科学 2023-04-26 Haolin Zhuang , Shun Lei , Long Xiao , Weiqin Li , Liyang Chen , Sicheng Yang , Zhiyong Wu , Shiyin Kang , Helen Meng

This paper presents an Exploratory 3D Dance generation framework, E3D2, designed to address the exploration capability deficiency in existing music-conditioned 3D dance generation models. Current models often generate monotonous and…

人机交互 · 计算机科学 2023-12-19 Zilin Wang , Haolin Zhuang , Lu Li , Yinmin Zhang , Junjie Zhong , Jun Chen , Yu Yang , Boshi Tang , Zhiyong Wu

We introduce Multimodal DuetDance (MDD), a diverse multimodal benchmark dataset designed for text-controlled and music-conditioned 3D duet dance motion generation. Our dataset comprises 620 minutes of high-quality motion capture data…

图形学 · 计算机科学 2025-08-26 Prerit Gupta , Jason Alexander Fotso-Puepi , Zhengyuan Li , Jay Mehta , Aniket Bera

The seamless integration of music with dance movements is essential for communicating the artistic intent of a dance piece. This alignment also significantly improves the immersive quality of gaming experiences and animation productions.…

声音 · 计算机科学 2024-09-16 Sifei Li , Weiming Dong , Yuxin Zhang , Fan Tang , Chongyang Ma , Oliver Deussen , Tong-Yee Lee , Changsheng Xu

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…

多媒体 · 计算机科学 2024-02-28 Bo Han , Yuheng Li , Yixuan Shen , Yi Ren , Feilin Han

Automatically generating natural, diverse and rhythmic human dance movements driven by music is vital for virtual reality and film industries. However, generating dance that naturally follows music remains a challenge, as existing methods…

多媒体 · 计算机科学 2025-07-21 Congyi Fan , Jian Guan , Xuanjia Zhao , Dongli Xu , Youtian Lin , Tong Ye , Pengming Feng , Haiwei Pan

Gesture-driven music generation is an emerging human-computer interaction paradigm for touch-free and expressive musical interaction. However, many existing approaches treat the task as isolated gesture classification or map gestures to…

多媒体 · 计算机科学 2026-04-29 Rathinaraja Jeyaraj , Barathi Subramanian , Kapilya Gangadharan , Anand Paul

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…

声音 · 计算机科学 2024-12-30 Kaixing Yang , Xulong Tang , Haoyu Wu , Qinliang Xue , Biao Qin , Hongyan Liu , Zhaoxin Fan

Choreography refers to creation of dance steps and motions for dances according to the latent knowledge in human mind, where the created dance motions are in general style-specific and consistent. So far, such latent style-specific…

多媒体 · 计算机科学 2021-05-03 Xinjian Zhang , Yi Xu , Su Yang , Longwen Gao , Huyang Sun

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

Image animation has become a promising area in multimodal research, with a focus on generating videos from reference images. While prior work has largely emphasized generic video generation guided by text, music-driven dance video…

计算机视觉与模式识别 · 计算机科学 2025-02-03 Zhikang Dong , Weituo Hao , Ju-Chiang Wang , Peng Zhang , Pawel Polak

Dance is a form of human motion characterized by emotional expression and communication, playing a role in various fields such as music, virtual reality, and content creation. Existing methods for dance generation often fail to adequately…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Sangjune Park , Inhyeok Choi , Donghyeon Soon , Youngwoo Jeon , Kyungdon Joo

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…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Ronghui Li , Youliang Zhang , Yachao Zhang , Yuxiang Zhang , Mingyang Su , Jie Guo , Ziwei Liu , Yebin Liu , Xiu Li

Unified audio-visual generation is rapidly gaining industrial and creative relevance, enabling applications in virtual production and interactive media. However, when moving from general audio-video synthesis to music-dance co-generation,…

Dance, as an art form, fundamentally hinges on the precise synchronization with musical beats. However, achieving aesthetically pleasing dance sequences from music is challenging, with existing methods often falling short in controllability…

图形学 · 计算机科学 2024-07-11 Zikai Huang , Xuemiao Xu , Cheng Xu , Huaidong Zhang , Chenxi Zheng , Jing Qin , Shengfeng He

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…

计算机视觉与模式识别 · 计算机科学 2023-03-30 Bin Feng , Tenglong Ao , Zequn Liu , Wei Ju , Libin Liu , Ming Zhang

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,…

声音 · 计算机科学 2025-06-04 Mingyang Huang , Peng Zhang , Bang Zhang

We present CycleDance, a dance style transfer system to transform an existing motion clip in one dance style to a motion clip in another dance style while attempting to preserve motion context of the dance. Our method extends an existing…

机器学习 · 计算机科学 2023-04-04 Wenjie Yin , Hang Yin , Kim Baraka , Danica Kragic , Mårten Björkman

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