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Generating coherent and diverse human dances from music signals has gained tremendous progress in animating virtual avatars. While existing methods support direct dance synthesis, they fail to recognize that enabling users to edit dance…

Graphics · Computer Science 2025-08-26 Hengyuan Zhang , Zhe Li , Xingqun Qi , Mengze Li , Muyi Sun , Man Zhang , Sirui Han

The task of music-driven dance generation involves creating coherent dance movements that correspond to the given music. While existing methods can produce physically plausible dances, they often struggle to generalize to out-of-set data.…

Sound · Computer Science 2024-11-12 Bo Han , Teng Zhang , Zeyu Ling , Yi Ren , Xiang Yin , Feilin Han

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 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

Synthesizing camera movements from music and dance is highly challenging due to the contradicting requirements and complexities of dance cinematography. Unlike human movements, which are always continuous, dance camera movements involve…

Computer Vision and Pattern Recognition · Computer Science 2024-09-24 Zixuan Wang , Jiayi Li , Xiaoyu Qin , Shikun Sun , Songtao Zhou , Jia Jia , Jiebo Luo

Dance typically involves professional choreography with complex movements that follow a musical rhythm and can also be influenced by lyrical content. The integration of lyrics in addition to the auditory dimension, enriches the foundational…

Sound · Computer Science 2024-03-15 Wenjie Yin , Xuejiao Zhao , Yi Yu , Hang Yin , Danica Kragic , Mårten Björkman

The pursuit of controllability as a higher standard of visual content creation has yielded remarkable progress in customizable image synthesis. However, achieving controllable video synthesis remains challenging due to the large variation…

Computer Vision and Pattern Recognition · Computer Science 2023-06-07 Xiang Wang , Hangjie Yuan , Shiwei Zhang , Dayou Chen , Jiuniu Wang , Yingya Zhang , Yujun Shen , Deli Zhao , Jingren Zhou

We present DanceAnyWay, a generative learning method to synthesize beat-guided dances of 3D human characters synchronized with music. Our method learns to disentangle the dance movements at the beat frames from the dance movements at all…

Sound · Computer Science 2024-11-26 Aneesh Bhattacharya , Manas Paranjape , Uttaran Bhattacharya , Aniket Bera

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

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…

Machine Learning · Computer Science 2023-04-04 Wenjie Yin , Hang Yin , Kim Baraka , Danica Kragic , Mårten Björkman

We present a data-driven approach for physics-based, muscle-driven dexterous control that enables musculoskeletal hands to perform precise piano playing for novel pieces of music outside the reference dataset. Our approach combines…

Graphics · Computer Science 2026-04-28 Pei Xu , Yufei Ye , Shuchun Sun , Yu Ding , Elizabeth Schumann , C. Karen Liu

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…

Multimedia · Computer Science 2021-05-03 Xinjian Zhang , Yi Xu , Su Yang , Longwen Gao , Huyang Sun

We propose a novel task for generating 3D dance movements that simultaneously incorporate both text and music modalities. Unlike existing works that generate dance movements using a single modality such as music, our goal is to produce…

Computer Vision and Pattern Recognition · Computer Science 2023-10-03 Kehong Gong , Dongze Lian , Heng Chang , Chuan Guo , Zihang Jiang , Xinxin Zuo , Michael Bi Mi , Xinchao Wang

We present X-Dancer, a novel zero-shot music-driven image animation pipeline that creates diverse and long-range lifelike human dance videos from a single static image. As its core, we introduce a unified transformer-diffusion framework,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-14 Zeyuan Chen , Hongyi Xu , Guoxian Song , You Xie , Chenxu Zhang , Xin Chen , Chao Wang , Di Chang , Linjie Luo

Existing music-driven dance generation approaches have achieved strong realism and effective audio-motion alignment. However, they generally lack semantic controllability, making it difficult to guide specific movements through natural…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Xinran Liu , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

Recently, digital humans for interpersonal interaction in virtual environments have gained significant attention. In this paper, we introduce a novel multi-dancer synthesis task called partner dancer generation, which involves synthesizing…

Human-Computer Interaction · Computer Science 2023-10-10 Siyue Yao , Mingjie Sun , Bingliang Li , Fengyu Yang , Junle Wang , Ruimao Zhang

We present a sparse coding-based framework for motion style decomposition and synthesis. Dynamic Time Warping is firstly used to synchronized input motions in the time domain as a pre-processing step. A sparse coding-based decomposition has…

Multimedia · Computer Science 2018-11-19 Xuan Thanh Nguyen , Thanh Ha Le , Hongchuan Yu

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

We propose a sequence-to-sequence singing synthesizer, which avoids the need for training data with pre-aligned phonetic and acoustic features. Rather than the more common approach of a content-based attention mechanism combined with an…

Sound · Computer Science 2020-02-21 Merlijn Blaauw , Jordi Bonada

Data-driven and controllable human motion synthesis and prediction are active research areas with various applications in interactive media and social robotics. Challenges remain in these fields for generating diverse motions given past…

Computer Vision and Pattern Recognition · Computer Science 2023-04-11 Wenjie Yin , Ruibo Tu , Hang Yin , Danica Kragic , Hedvig Kjellström , Mårten Björkman