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When humans grasp an object, they naturally form trajectories in their minds to manipulate it for specific tasks. Modeling hand-object interaction priors holds significant potential to advance robotic and embodied AI systems in learning to…

计算机视觉与模式识别 · 计算机科学 2025-05-30 Alexey Gavryushin , Alexandros Delitzas , Luc Van Gool , Marc Pollefeys , Kaichun Mo , Xi Wang

Monocular vertex-level human-scene contact prediction is a fundamental capability for interactive systems such as assistive monitoring, embodied AI, and rehabilitation analysis. In this work, we study this task jointly with single-image 3D…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Xiaojian Lin , Yaomin Shen , Junyuan Ma , Yujie Sun , Chengqing Bu , Wenxin Zhang , Zongzheng Zhang , Hao Fei , Lei Jin , Hao Zhao

Humans exhibit a remarkable capacity for anticipating the actions of others and planning their own actions accordingly. In this study, we strive to replicate this ability by addressing the social motion prediction problem. We introduce a…

计算机视觉与模式识别 · 计算机科学 2023-11-09 Wentao Zhu , Jason Qin , Yuke Lou , Hang Ye , Xiaoxuan Ma , Hai Ci , Yizhou Wang

Motion in-betweening is the problem to synthesize movement between keyposes. Traditional research focused primarily on single characters. Extending them to densely interacting characters is highly challenging, as it demands precise…

图形学 · 计算机科学 2025-10-02 Xiaotang Zhang , Ziyi Chang , Qianhui Men , Hubert P. H. Shum

The field has made significant progress in synthesizing realistic human motion driven by various modalities. Yet, the need for different methods to animate various body parts according to different control signals limits the scalability of…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Zixiang Zhou , Yu Wan , Baoyuan Wang

Scene synthesis is a challenging problem with several industrial applications. Recently, substantial efforts have been directed to synthesize the scene using human motions, room layouts, or spatial graphs as the input. However, few studies…

计算机视觉与模式识别 · 计算机科学 2023-10-25 An Vuong , Minh Nhat Vu , Toan Tien Nguyen , Baoru Huang , Dzung Nguyen , Thieu Vo , Anh Nguyen

Designing planners and controllers for contact-rich manipulation is extremely challenging as contact violates the smoothness conditions that many gradient-based controller synthesis tools assume. Contact smoothing approximates a non-smooth…

机器人学 · 计算机科学 2025-10-06 Yuki Shirai , Tong Zhao , H. J. Terry Suh , Huaijiang Zhu , Xinpei Ni , Jiuguang Wang , Max Simchowitz , Tao Pang

Many robot manipulation tasks require the robot to make and break contact with objects and surfaces. The dynamics of such changing-contact robot manipulation tasks are discontinuous when contact is made or broken, and continuous elsewhere.…

机器人学 · 计算机科学 2021-06-22 Saif Sidhik , Mohan Sridharan , Dirk Ruiken

When humans and robotic agents coexist in an environment, scene understanding becomes crucial for the agents to carry out various downstream tasks like navigation and planning. Hence, an agent must be capable of localizing and identifying…

计算机视觉与模式识别 · 计算机科学 2025-06-25 Mrunmai Vivek Phatak , Julian Lorenz , Nico Hörmann , Jörg Hähner , Rainer Lienhart

Scenes are continuously undergoing dynamic changes in the real world. However, existing human-scene interaction generation methods typically treat the scene as static, which deviates from reality. Inspired by world models, we introduce…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Yin Wang , Zhiying Leng , Haitian Liu , Frederick W. B. Li , Mu Li , Xiaohui Liang

Synthesizing text-driven 3D human motion within realistic scenes requires learning both semantic intent ("walk to the couch") and physical feasibility (e.g., avoiding collisions). Current methods use generative frameworks that…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Anindita Ghosh , Vladislav Golyanik , Taku Komura , Philipp Slusallek , Christian Theobalt , Rishabh Dabral

Robots need to manipulate objects in constrained environments like shelves and cabinets when assisting humans in everyday settings like homes and offices. These constraints make manipulation difficult by reducing grasp accessibility, so…

机器人学 · 计算机科学 2022-11-01 Jacky Liang , Xianyi Cheng , Oliver Kroemer

Generating realistic human videos remains a challenging task, with the most effective methods currently relying on a human motion sequence as a control signal. Existing approaches often use existing motion extracted from other videos, which…

计算机视觉与模式识别 · 计算机科学 2024-12-18 Hsin-Ping Huang , Yang Zhou , Jui-Hsien Wang , Difan Liu , Feng Liu , Ming-Hsuan Yang , Zhan Xu

3D grasp synthesis generates grasping poses given an input object. Existing works tackle the problem by learning a direct mapping from objects to the distributions of grasping poses. However, because the physical contact is sensitive to…

机器人学 · 计算机科学 2023-05-09 Haoming Li , Xinzhuo Lin , Yang Zhou , Xiang Li , Yuchi Huo , Jiming Chen , Qi Ye

We propose a new dataset and a novel approach to learning hand-object interaction priors for hand and articulated object pose estimation. We first collect a dataset using visual teleoperation, where the human operator can directly play…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Zehao Zhu , Jiashun Wang , Yuzhe Qin , Deqing Sun , Varun Jampani , Xiaolong Wang

Synthesizing human motion has advanced rapidly, yet realistic hand motion and bimanual interaction remain underexplored. Whole-body models often miss the fine-grained cues that drive dexterous behavior, finger articulation, contact timing,…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Zimu Zhang , Yucheng Zhang , Xiyan Xu , Ziyin Wang , Sirui Xu , Kai Zhou , Bing Zhou , Chuan Guo , Jian Wang , Yu-Xiong Wang , Liang-Yan Gui

We propose CG-HOI, the first method to address the task of generating dynamic 3D human-object interactions (HOIs) from text. We model the motion of both human and object in an interdependent fashion, as semantically rich human motion rarely…

计算机视觉与模式识别 · 计算机科学 2024-05-20 Christian Diller , Angela Dai

Most animal and human locomotion behaviors for solving complex tasks involve dynamic motions and rich contact interaction. In fact, complex maneuvers need to consider dynamic movement and contact events at the same time. We present a…

机器人学 · 计算机科学 2019-04-10 Carlos Mastalli , Ioannis Havoutis , Michele Focchi , Darwin G. Caldwell , Claudio Semini

Accurately modeling detailed interactions between human/hand and object is an appealing yet challenging task. Current multi-view capture systems are only capable of reconstructing multiple subjects into a single, unified mesh, which fails…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Jiajun Zhang , Yuxiang Zhang , Hongwen Zhang , Xiao Zhou , Boyao Zhou , Ruizhi Shao , Zonghai Hu , Yebin Liu

Hand-object interaction understanding and the barely addressed novel view synthesis are highly desired in the immersive communication, whereas it is challenging due to the high deformation of hand and heavy occlusions between hand and…

计算机视觉与模式识别 · 计算机科学 2023-08-23 Wentian Qu , Zhaopeng Cui , Yinda Zhang , Chenyu Meng , Cuixia Ma , Xiaoming Deng , Hongan Wang