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Existing keyframe-based motion synthesis mainly focuses on the generation of cyclic actions or short-term motion, such as walking, running, and transitions between close postures. However, these methods will significantly degrade the…

计算机视觉与模式识别 · 计算机科学 2022-07-14 Junjun Pan , Siyuan Wang , Junxuan Bai , Ju Dai

Text-conditioned human motion generation has experienced significant advancements with diffusion models trained on extensive motion capture data and corresponding textual annotations. However, extending such success to 3D dynamic…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Sirui Xu , Ziyin Wang , Yu-Xiong Wang , Liang-Yan Gui

Generating high-quality human interactions holds significant value for applications like virtual reality and robotics. However, existing methods often fail to preserve unique individual characteristics or fully adhere to textual…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Lipeng Wang , Hongxing Fan , Haohua Chen , Zehuan Huang , Lu Sheng

Generating realistic human motion with high-level controls is a crucial task for social understanding, robotics, and animation. With high-quality MOCAP data becoming more available recently, a wide range of data-driven approaches have been…

图形学 · 计算机科学 2025-07-29 Wenning Xu , Shiyu Fan , Paul Henderson , Edmond S. L. Ho

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

Dance and music are closely related forms of expression, with mutual retrieval between dance videos and music being a fundamental task in various fields like education, art, and sports. However, existing methods often suffer from unnatural…

声音 · 计算机科学 2023-10-17 Kaixing Yang , Xukun Zhou , Xulong Tang , Ran Diao , Hongyan Liu , Jun He , Zhaoxin Fan

Although existing 3D dance generation methods perform well in controlled scenarios, they often struggle to generalize in the wild. When conditioned on unseen music, existing methods often produce unstructured or physically implausible…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Ronghui Li , Zhongyuan Hu , Li Siyao , Youliang Zhang , Haozhe Xie , Mingyuan Zhang , Jie Guo , Xiu Li , Ziwei Liu

Social infrastructure and other built environments are increasingly expected to support well-being and community resilience by enabling social interaction. Yet in civil and built-environment research, there is no consistent and…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Cheyu Lin , Katherine A. Flanigan , Sirajum Munir

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

We present a novel method to generate human motion to populate 3D indoor scenes. It can be controlled with various combinations of conditioning signals such as a path in a scene, target poses, past motions, and scenes represented as 3D…

计算机视觉与模式识别 · 计算机科学 2024-04-22 Nicolas Ugrinovic , Thomas Lucas , Fabien Baradel , Philippe Weinzaepfel , Gregory Rogez , Francesc Moreno-Noguer

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

Generative AI has made significant strides in computer vision, particularly in text-driven image/video synthesis (T2I/T2V). Despite the notable advancements, it remains challenging in human-centric content synthesis such as realistic dance…

计算机视觉与模式识别 · 计算机科学 2024-04-08 Tan Wang , Linjie Li , Kevin Lin , Yuanhao Zhai , Chung-Ching Lin , Zhengyuan Yang , Hanwang Zhang , Zicheng Liu , Lijuan Wang

Group dance, a sub-genre characterized by intricate motions made by a cohort of performers in tight synchronization, has a longstanding and culturally significant history and, in modern forms such as cheerleading, a broad base of current…

人机交互 · 计算机科学 2024-06-18 Soohwan Lee , Seoyeong Hwang , Ian Oakley , Kyungho Lee

Generating realistic motions for digital humans is a core but challenging part of computer animations and games, as human motions are both diverse in content and rich in styles. While the latest deep learning approaches have made…

计算机视觉与模式识别 · 计算机科学 2022-12-19 Ziyi Chang , Edmund J. C. Findlay , Haozheng Zhang , Hubert P. H. Shum

We introduce a novel task within the field of 3D dance generation, termed dance accompaniment, which necessitates the generation of responsive movements from a dance partner, the "follower", synchronized with the lead dancer's movements and…

计算机视觉与模式识别 · 计算机科学 2024-03-28 Li Siyao , Tianpei Gu , Zhitao Yang , Zhengyu Lin , Ziwei Liu , Henghui Ding , Lei Yang , Chen Change Loy

This work aims to generate natural and diverse group motions of multiple humans from textual descriptions. While single-person text-to-motion generation is extensively studied, it remains challenging to synthesize motions for more than one…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Mengyi Shan , Lu Dong , Yutao Han , Yuan Yao , Tao Liu , Ifeoma Nwogu , Guo-Jun Qi , Mitch Hill

We present LARNet, a novel end-to-end approach for generating human action videos. A joint generative modeling of appearance and dynamics to synthesize a video is very challenging and therefore recent works in video synthesis have proposed…

计算机视觉与模式识别 · 计算机科学 2021-10-28 Naman Biyani , Aayush J Rana , Shruti Vyas , Yogesh S Rawat

With the rapid advancement of game and film production, generating interactive motion from texts has garnered significant attention due to its potential to revolutionize content creation processes. In many practical applications, there is a…

机器人学 · 计算机科学 2025-02-18 Runqi Wang , Caoyuan Ma , Jian Zhao , Hanrui Xu , Dongfang Sun , Haoyang Chen , Lin Xiong , Zheng Wang , Xuelong Li

Motion generation, the task of synthesizing realistic motion sequences from various conditioning inputs, has become a central problem in computer vision, computer graphics, and robotics, with applications ranging from animation and virtual…

计算机视觉与模式识别 · 计算机科学 2025-07-09 Aliasghar Khani , Arianna Rampini , Bruno Roy , Larasika Nadela , Noa Kaplan , Evan Atherton , Derek Cheung , Jacky Bibliowicz

Dance improvisation is an active research topic in the arts. Motion analysis of improvised dance can be challenging due to its unique dynamics. Data-driven dance motion analysis, including recognition and generation, is often limited to…

计算机视觉与模式识别 · 计算机科学 2023-10-11 Jia Fu , Jiarui Tan , Wenjie Yin , Sepideh Pashami , Mårten Björkman