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Human-object interaction (HOI) detection aims to localize human-object pairs and the interactions between them. Existing methods operate under a closed-world assumption, treating the task as a classification problem over a small, predefined…

Computer Vision and Pattern Recognition · Computer Science 2025-12-22 Zhaolin Cai , Huiyu Duan , Zitong Xu , Fan Li , Zhi Liu , Jing Liu , Wei Shen , Xiongkuo Min , Guangtao Zhai

We present Human to Humanoid (H2O), a reinforcement learning (RL) based framework that enables real-time whole-body teleoperation of a full-sized humanoid robot with only an RGB camera. To create a large-scale retargeted motion dataset of…

Robotics · Computer Science 2024-03-08 Tairan He , Zhengyi Luo , Wenli Xiao , Chong Zhang , Kris Kitani , Changliu Liu , Guanya Shi

Recent vision-language-action (VLA) models can generate plausible end-effector motions, yet they often fail in long-horizon, contact-rich tasks because the underlying hand-object interaction (HOI) structure is not explicitly represented. An…

Robotics · Computer Science 2026-02-17 Huajian Zeng , Lingyun Chen , Jiaqi Yang , Yuantai Zhang , Fan Shi , Peidong Liu , Xingxing Zuo

Tracking human object interaction from videos is important to understand human behavior from the rapidly growing stream of video data. Previous video-based methods require predefined object templates while single-image-based methods are…

Computer Vision and Pattern Recognition · Computer Science 2024-08-27 Xianghui Xie , Jan Eric Lenssen , Gerard Pons-Moll

We propose EgoGrasp, the first method to reconstruct world-space hand-object interactions (W-HOI) from dynamic egoview videos, supporting open-vocabulary objects. Accurate W-HOI reconstruction is critical for embodied intelligence yet…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Hongming Fu , Wenjia Wang , Xiaozhen Qiao , Rolandos Alexandros Potamias , Taku Komura , Shuo Yang , Zheng Liu , Bo Zhao

Most existing attention prediction research focuses on salient instances like humans and objects. However, the more complex interaction-oriented attention, arising from the comprehension of interactions between instances by human observers,…

Computer Vision and Pattern Recognition · Computer Science 2024-05-17 Yuchen Zhou , Linkai Liu , Chao Gou

Various heuristic objectives for modeling hand-object interaction have been proposed in past work. However, due to the lack of a cohesive framework, these objectives often possess a narrow scope of applicability and are limited by their…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Shutong Zhang , Yi-Ling Qiao , Guanglei Zhu , Eric Heiden , Dylan Turpin , Jingzhou Liu , Ming Lin , Miles Macklin , Animesh Garg

Recovering world-coordinate human motion from monocular videos with humanoid robot retargeting is significant for embodied intelligence and robotics. To avoid complex SLAM pipelines or heavy temporal models, we propose a lightweight,…

Robotics · Computer Science 2025-12-29 Zhangzheng Tu , Kailun Su , Shaolong Zhu , Yukun Zheng

In open-world environments, human-object interactions (HOIs) evolve continuously, challenging conventional closed-world HOI detection models. Inspired by humans' ability to progressively acquire knowledge, we explore incremental HOI…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Yana Wei , Zeen Chi , Chongyu Wang , Yu Wu , Shipeng Yan , Yongfei Liu , Xuming He

We present a data-driven framework for unsupervised human motion retargeting that animates a target subject with the motion of a source subject. Our method is correspondence-free, requiring neither spatial correspondences between the source…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Rim Rekik , Mathieu Marsot , Anne-Hélène Olivier , Jean-Sébastien Franco , Stefanie Wuhrer

Human-Object Interaction (HOI) detection aims to localize human-object pairs and comprehend their interactions. Recently, two-stage transformer-based methods have demonstrated competitive performance. However, these methods frequently focus…

Computer Vision and Pattern Recognition · Computer Science 2024-05-27 Jihao Dong , Renjie Pan , Hua Yang

Generating realistic 3D human-object interactions (HOIs) remains a challenging task due to the difficulty of modeling detailed interaction dynamics. Existing methods treat human and object motions independently, resulting in physically…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Lin Wu , Zhixiang Chen , Jianglin Lan

Generating high-fidelity full-body human interactions with dynamic objects and static scenes remains a critical challenge in computer graphics and animation. Existing methods for human-object interaction often neglect scene context, leading…

Computer Vision and Pattern Recognition · Computer Science 2025-11-25 Wei Yao , Yunlian Sun , Hongwen Zhang , Yebin Liu , Jinhui Tang

A significant gap remains between today's visual pattern recognition models and human-level visual cognition especially when it comes to few-shot learning and compositional reasoning of novel concepts. We introduce Bongard-HOI, a new visual…

Computer Vision and Pattern Recognition · Computer Science 2023-04-14 Huaizu Jiang , Xiaojian Ma , Weili Nie , Zhiding Yu , Yuke Zhu , Song-Chun Zhu , Anima Anandkumar

A dominant paradigm for teaching humanoid robots complex skills is to retarget human motions as kinematic references to train reinforcement learning (RL) policies. However, existing retargeting pipelines often struggle with the significant…

Image-to-video (I2V) generation aims to create a video sequence from a single image, which requires high temporal coherence and visual fidelity. However, existing approaches suffer from inconsistency of character appearances and poor…

Computer Vision and Pattern Recognition · Computer Science 2024-06-06 Bingwen Zhu , Fanyi Wang , Tianyi Lu , Peng Liu , Jingwen Su , Jinxiu Liu , Yanhao Zhang , Zuxuan Wu , Guo-Jun Qi , Yu-Gang Jiang

Fine-grained capturing of 3D HOI boosts human activity understanding and facilitates downstream visual tasks, including action recognition, holistic scene reconstruction, and human motion synthesis. Despite its significance, existing works…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Nan Jiang , Tengyu Liu , Zhexuan Cao , Jieming Cui , Zhiyuan zhang , Yixin Chen , He Wang , Yixin Zhu , Siyuan Huang

Compositional Customized Image Generation aims to customize multiple target concepts within generation content, which has gained attention for its wild application. Existing approaches mainly concentrate on the target entity's appearance…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Zhu Xu , Zhaowen Wang , Yuxin Peng , Yang Liu

Human-robot interaction (HRI) encompasses a wide range of collaborative tasks, with handover being one of the most fundamental. As robots become more integrated into human environments, the potential for service robots to assist in handing…

Robotics · Computer Science 2024-09-27 Jiangshan Liu , Wenlong Dong , Jiankun Wang , Max Q. -H. Meng

Generating talking avatars is a fundamental task in video generation. Although existing methods can generate full-body talking avatars with simple human motion, extending this task to grounded human-object interaction (GHOI) remains an open…

Computer Vision and Pattern Recognition · Computer Science 2026-02-04 Youliang Zhang , Zhengguang Zhou , Zhentao Yu , Ziyao Huang , Teng Hu , Sen Liang , Guozhen Zhang , Ziqiao Peng , Shunkai Li , Yi Chen , Zixiang Zhou , Yuan Zhou , Qinglin Lu , Xiu Li
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