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Creating high-dynamic videos such as motion-rich actions and sophisticated visual effects poses a significant challenge in the field of artificial intelligence. Unfortunately, current state-of-the-art video generation methods, primarily…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Yan Zeng , Guoqiang Wei , Jiani Zheng , Jiaxin Zou , Yang Wei , Yuchen Zhang , Hang Li

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

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

With the rise of online dance-video platforms and rapid advances in AI-generated content (AIGC), music-driven dance generation has emerged as a compelling research direction. Despite substantial progress in related domains such as…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Kaixing Yang , Jiashu Zhu , Xulong Tang , Ziqiao Peng , Xiangyue Zhang , Puwei Wang , Jiahong Wu , Xiangxiang Chu , Hongyan Liu , Jun He

Dance and music typically go hand in hand. The complexities in dance, music, and their synchronisation make them fascinating to study from a computational creativity perspective. While several works have looked at generating dance for a…

声音 · 计算机科学 2021-07-21 Gunjan Aggarwal , Devi Parikh

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

Conditional motion generation has been extensively studied in computer vision, yet two critical challenges remain. First, while masked autoregressive methods have recently outperformed diffusion-based approaches, existing masking models…

计算机视觉与模式识别 · 计算机科学 2025-03-13 Zeyu Zhang , Yiran Wang , Wei Mao , Danning Li , Rui Zhao , Biao Wu , Zirui Song , Bohan Zhuang , Ian Reid , Richard Hartley

Generating dance from music is crucial for advancing automated choreography. Current methods typically produce skeleton keypoint sequences instead of dance videos and lack the capability to make specific individuals dance, which reduces…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Xuanchen Wang , Heng Wang , Dongnan Liu , Weidong Cai

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

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…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Xinran Liu , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

Creation of images using generative adversarial networks has been widely adapted into multi-modal regime with the advent of multi-modal representation models pre-trained on large corpus. Various modalities sharing a common representation…

声音 · 计算机科学 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

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,…

计算机视觉与模式识别 · 计算机科学 2025-07-14 Zeyuan Chen , Hongyi Xu , Guoxian Song , You Xie , Chenxu Zhang , Xin Chen , Chao Wang , Di Chang , Linjie Luo

Vision-to-music Generation, including video-to-music and image-to-music tasks, is a significant branch of multimodal artificial intelligence demonstrating vast application prospects in fields such as film scoring, short video creation, and…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Zhaokai Wang , Chenxi Bao , Le Zhuo , Jingrui Han , Yang Yue , Yihong Tang , Victor Shea-Jay Huang , Yue Liao

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.…

声音 · 计算机科学 2024-11-12 Bo Han , Teng Zhang , Zeyu Ling , Yi Ren , Xiang Yin , Feilin Han

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

We introduce MusicInfuser, an approach that aligns pre-trained text-to-video diffusion models to generate high-quality dance videos synchronized with specified music tracks. Rather than training a multimodal audio-video or audio-motion…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Susung Hong , Ira Kemelmacher-Shlizerman , Brian Curless , Steven M. Seitz

Text-guided human motion generation has drawn significant interest because of its impactful applications spanning animation and robotics. Recently, application of diffusion models for motion generation has enabled improvements in the…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Samaneh Azadi , Akbar Shah , Thomas Hayes , Devi Parikh , Sonal Gupta

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…

声音 · 计算机科学 2024-03-15 Wenjie Yin , Xuejiao Zhao , Yi Yu , Hang Yin , Danica Kragic , Mårten Björkman

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…

多媒体 · 计算机科学 2018-11-05 Juheon Lee , Seohyun Kim , Kyogu Lee

We present the Melody-Guided Music Generation (MG2) model, a novel approach using melody to guide the text-to-music generation that, despite a simple method and limited resources, achieves excellent performance. Specifically, we first align…

声音 · 计算机科学 2024-12-31 Shaopeng Wei , Manzhen Wei , Haoyu Wang , Yu Zhao , Gang Kou
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