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Recent progress in stochastic motion prediction, i.e., predicting multiple possible future human motions given a single past pose sequence, has led to producing truly diverse future motions and even providing control over the motion of some…

计算机视觉与模式识别 · 计算机科学 2022-01-14 Wei Mao , Miaomiao Liu , Mathieu Salzmann

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

This study aims to improve the generation of 3D gestures by utilizing multimodal information from human speech. Previous studies have focused on incorporating additional modalities to enhance the quality of generated gestures. However,…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Zunnan Xu , Yachao Zhang , Sicheng Yang , Ronghui Li , Xiu Li

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…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Kehong Gong , Dongze Lian , Heng Chang , Chuan Guo , Zihang Jiang , Xinxin Zuo , Michael Bi Mi , Xinchao Wang

We introduce MoMask, a novel masked modeling framework for text-driven 3D human motion generation. In MoMask, a hierarchical quantization scheme is employed to represent human motion as multi-layer discrete motion tokens with high-fidelity…

计算机视觉与模式识别 · 计算机科学 2023-12-04 Chuan Guo , Yuxuan Mu , Muhammad Gohar Javed , Sen Wang , Li Cheng

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

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

Sign language video generation requires producing natural signing motions with realistic appearances under precise semantic control, yet faces two critical challenges: excessive signer-specific data requirements and poor generalization. We…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Jiayi He , Xu Wang , Shengeng Tang , Yaxiong Wang , Lechao Cheng , Dan Guo

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

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…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Hongsong Wang , Ying Zhu , Xin Geng , Liang Wang

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

This paper proposes a framework which is able to generate a sequence of three-dimensional human dance poses for a given music. The proposed framework consists of three components: a music feature encoder, a pose generator, and a music genre…

机器学习 · 计算机科学 2019-11-12 Hyemin Ahn , Jaehun Kim , Kihyun Kim , Songhwai Oh

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…

声音 · 计算机科学 2024-11-26 Aneesh Bhattacharya , Manas Paranjape , Uttaran Bhattacharya , Aniket Bera

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…

人机交互 · 计算机科学 2023-10-10 Siyue Yao , Mingjie Sun , Bingliang Li , Fengyu Yang , Junle Wang , Ruimao Zhang

Our research presents a novel motion generation framework designed to produce whole-body motion sequences conditioned on multiple modalities simultaneously, specifically text and audio inputs. Leveraging Vector Quantized Variational…

计算机视觉与模式识别 · 计算机科学 2024-09-04 Sohan Anisetty , James Hays

Recent advances in diffusion models bring new vitality to visual content creation. However, current text-to-video generation models still face significant challenges such as high training costs, substantial data requirements, and…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Sicong Feng , Jielong Yang , Li Peng

Text-to-motion generation requires not only grounding local actions in language but also seamlessly blending these individual actions to synthesize diverse and realistic global motions. However, existing motion generation methods primarily…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Peng Jin , Hao Li , Zesen Cheng , Kehan Li , Runyi Yu , Chang Liu , Xiangyang Ji , Li Yuan , Jie Chen

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

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

This paper proposes a novel generative video compression framework that leverages motion pattern priors, derived from subtle dynamics in common scenes (e.g., swaying flowers or a boat drifting on water), rather than relying on video content…

计算机视觉与模式识别 · 计算机科学 2025-12-11 Shanzhi Yin , Zihan Zhang , Bolin Chen , Shiqi Wang , Yan Ye
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