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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…

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

Dancing to music is one of human's innate abilities since ancient times. In machine learning research, however, synthesizing dance movements from music is a challenging problem. Recently, researchers synthesize human motion sequences…

计算机视觉与模式识别 · 计算机科学 2023-09-12 Ruozi Huang , Huang Hu , Wei Wu , Kei Sawada , Mi Zhang , Daxin Jiang

Dance choreography for a piece of music is a challenging task, having to be creative in presenting distinctive stylistic dance elements while taking into account the musical theme and rhythm. It has been tackled by different approaches such…

声音 · 计算机科学 2022-05-05 Shuang Wu , Shijian Lu , Li Cheng

This work presents computational methods for transferring body movements from one person to another with videos collected in the wild. Specifically, we train a personalized model on a single video from the Internet which can generate videos…

计算机视觉与模式识别 · 计算机科学 2019-04-02 Yipin Zhou , Zhaowen Wang , Chen Fang , Trung Bui , Tamara L. Berg

Dance is an important human art form, but creating new dances can be difficult and time-consuming. In this work, we introduce Editable Dance GEneration (EDGE), a state-of-the-art method for editable dance generation that is capable of…

声音 · 计算机科学 2022-11-29 Jonathan Tseng , Rodrigo Castellon , C. Karen Liu

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

This paper presents a neural network model to generate virtual violinist's 3-D skeleton movements from music audio. Improved from the conventional recurrent neural network models for generating 2-D skeleton data in previous works, the…

多媒体 · 计算机科学 2020-09-18 Hsuan-Kai Kao , Li Su

Driving 3D characters to dance following a piece of music is highly challenging due to the spatial constraints applied to poses by choreography norms. In addition, the generated dance sequence also needs to maintain temporal coherency with…

声音 · 计算机科学 2022-03-28 Li Siyao , Weijiang Yu , Tianpei Gu , Chunze Lin , Quan Wang , Chen Qian , Chen Change Loy , Ziwei Liu

Synthesizing human motion through learning techniques is becoming an increasingly popular approach to alleviating the requirement of new data capture to produce animations. Learning to move naturally from music, i.e., to dance, is one of…

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…

多媒体 · 计算机科学 2023-03-28 Nhat Le , Thang Pham , Tuong Do , Erman Tjiputra , Quang D. Tran , Anh Nguyen

3D animation of humans in action is quite challenging as it involves using a huge setup with several motion trackers all over the person's body to track the movements of every limb. This is time-consuming and may cause the person discomfort…

图形学 · 计算机科学 2020-02-10 Laxman Kumarapu , Prerana Mukherjee

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

Inverse graphics aims to recover 3D models from 2D observations. Utilizing differentiable rendering, recent 3D-aware generative models have shown impressive results of rigid object generation using 2D images. However, it remains challenging…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Fangzhou Hong , Zhaoxi Chen , Yushi Lan , Liang Pan , Ziwei Liu

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…

图形学 · 计算机科学 2025-08-26 Hengyuan Zhang , Zhe Li , Xingqun Qi , Mengze Li , Muyi Sun , Man Zhang , Sirui Han

Well-coordinated, music-aligned holistic dance enhances emotional expressiveness and audience engagement. However, generating such dances remains challenging due to the scarcity of holistic 3D dance datasets, the difficulty of achieving…

多媒体 · 计算机科学 2025-07-30 Xiaojie Li , Ronghui Li , Shukai Fang , Shuzhao Xie , Xiaoyang Guo , Jiaqing Zhou , Junkun Peng , Zhi Wang

With the ongoing pandemic, virtual concerts and live events using digitized performances of musicians are getting traction on massive multiplayer online worlds. However, well choreographed dance movements are extremely complex to animate…

计算机视觉与模式识别 · 计算机科学 2020-08-20 Jiaman Li , Yihang Yin , Hang Chu , Yi Zhou , Tingwu Wang , Sanja Fidler , Hao Li

We hypothesize dance as a motion that forms a visual rhythm from music, where the visual rhythm can be perceived from an optical flow. If an agent can recognize the relationship between visual rhythm and music, it will be able to dance by…

计算机视觉与模式识别 · 计算机科学 2024-05-31 Hyemin Ahn

Synthesizing 3D human motion plays an important role in many graphics applications as well as understanding human activity. While many efforts have been made on generating realistic and natural human motion, most approaches neglect the…

计算机视觉与模式识别 · 计算机科学 2021-06-15 Jiashun Wang , Huazhe Xu , Jingwei Xu , Sifei Liu , Xiaolong Wang

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