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Human-Object Interaction (HOI) recognition in videos requires understanding both visual patterns and geometric relationships as they evolve over time. Visual and geometric features offer complementary strengths. Visual features capture…

计算机视觉与模式识别 · 计算机科学 2025-06-06 Tanqiu Qiao , Ruochen Li , Frederick W. B. Li , Yoshiki Kubotani , Shigeo Morishima , Hubert P. H. Shum

Physical Human-Humanoid Interaction (pHHI) is a rapidly advancing field with significant implications for deploying robots in unstructured, human-centric environments. In this review, we examine the current state of the art in pHHI through…

机器人学 · 计算机科学 2026-05-19 Gustavo A. Cardona , Shubham S. Kumbhar , Panagiotis Artemiadis

Learned visuomotor policies have shown considerable success as an alternative to traditional, hand-crafted frameworks for robotic manipulation. Surprisingly, an extension of these methods to the multiview domain is relatively unexplored. A…

机器人学 · 计算机科学 2022-07-11 Trevor Ablett , Yifan Zhai , Jonathan Kelly

We propose a novel task of text-controlled human object interaction generation in 3D scenes with movable objects. Existing human-scene interaction datasets suffer from insufficient interaction categories and typically only consider…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Xinhao Cai , Minghang Zheng , Xin Jin , Yang Liu

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…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Xianghui Xie , Jan Eric Lenssen , Gerard Pons-Moll

Video generation models are rapidly improving in their ability to synthesize human actions in novel contexts, holding the potential to serve as high-level planners for contextual robot control. To realize this potential, a key research…

机器人学 · 计算机科学 2025-12-12 James Ni , Zekai Wang , Wei Lin , Amir Bar , Yann LeCun , Trevor Darrell , Jitendra Malik , Roei Herzig

We address the problem of generating realistic 3D human-object interactions (HOIs) driven by textual prompts. To this end, we take a modular design and decompose the complex task into simpler sub-tasks. We first develop a dual-branch…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Xiaogang Peng , Yiming Xie , Zizhao Wu , Varun Jampani , Deqing Sun , Huaizu Jiang

For successful deployment of robots in multifaceted situations, an understanding of the robot for its environment is indispensable. With advancing performance of state-of-the-art object detectors, the capability of robots to detect objects…

人机交互 · 计算机科学 2023-03-02 Daniel Weber , Wolfgang Fuhl , Enkelejda Kasneci , Andreas Zell

We address the problem of accurate capture of interactive behaviors between two people in daily scenarios. Most previous works either only consider one person or solely focus on conversational gestures of two people, assuming the body…

计算机视觉与模式识别 · 计算机科学 2025-09-09 Leo Ho , Yinghao Huang , Dafei Qin , Mingyi Shi , Wangpok Tse , Wei Liu , Junichi Yamagishi , Taku Komura

Human-Object Interaction (HOI) detection lies at the core of action understanding. Besides 2D information such as human/object appearance and locations, 3D pose is also usually utilized in HOI learning since its view-independence. However,…

计算机视觉与模式识别 · 计算机科学 2020-05-22 Yong-Lu Li , Xinpeng Liu , Han Lu , Shiyi Wang , Junqi Liu , Jiefeng Li , Cewu Lu

In this paper, we develop \textbf{MP-HOI}, a powerful Multi-modal Prompt-based HOI detector designed to leverage both textual descriptions for open-set generalization and visual exemplars for handling high ambiguity in descriptions,…

计算机视觉与模式识别 · 计算机科学 2024-06-12 Jie Yang , Bingliang Li , Ailing Zeng , Lei Zhang , Ruimao Zhang

Robots are becoming increasingly integrated into our lives, assisting us in various tasks. To ensure effective collaboration between humans and robots, it is essential that they understand our intentions and anticipate our actions. In this…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Esteve Valls Mascaro , Daniel Sliwowski , Dongheui Lee

We present a dataset for force-grounded, cross-view articulated manipulation that couples what is seen with what is done and what is felt during real human interaction. The dataset contains 3048 sequences across 381 articulated objects in…

Understanding human intentions during interactions has been a long-lasting theme, that has applications in human-robot interaction, virtual reality and surveillance. In this study, we focus on full-body human interactions with large-sized…

计算机视觉与模式识别 · 计算机科学 2022-06-28 Weilin Wan , Lei Yang , Lingjie Liu , Zhuoying Zhang , Ruixing Jia , Yi-King Choi , Jia Pan , Christian Theobalt , Taku Komura , Wenping Wang

We introduce D3D-HOI: a dataset of monocular videos with ground truth annotations of 3D object pose, shape and part motion during human-object interactions. Our dataset consists of several common articulated objects captured from diverse…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Xiang Xu , Hanbyul Joo , Greg Mori , Manolis Savva

Synthesizing diverse and physically plausible Human-Scene Interactions (HSI) is pivotal for both computer animation and embodied AI. Despite encouraging progress, current methods mainly focus on developing separate controllers, each…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Liang Pan , Zeshi Yang , Zhiyang Dou , Wenjia Wang , Buzhen Huang , Bo Dai , Taku Komura , Jingbo Wang

While existing image-guided composition methods may help insert a foreground object onto a user-specified region of a background image, achieving natural blending inside the region with the rest of the image unchanged, we observe that these…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Dong Liang , Jinyuan Jia , Yuhao Liu , Rynson W. H. Lau

Existing multi-person human reconstruction approaches mainly focus on recovering accurate poses or avoiding penetration, but overlook the modeling of close interactions. In this work, we tackle the task of reconstructing closely interactive…

计算机视觉与模式识别 · 计算机科学 2024-04-18 Buzhen Huang , Chen Li , Chongyang Xu , Liang Pan , Yangang Wang , Gim Hee Lee

Human activity recognition in videos has been widely studied and has recently gained significant advances with deep learning approaches; however, it remains a challenging task. In this paper, we propose a novel framework that simultaneously…

计算机视觉与模式识别 · 计算机科学 2021-01-25 Dong-Gyu Lee , Seong-Whan Lee

Motion mimicking is a foundational task in physics-based character animation. However, most existing motion mimicking methods are built upon reinforcement learning (RL) and suffer from heavy reward engineering, high variance, and slow…

计算机视觉与模式识别 · 计算机科学 2023-04-27 Jiawei Ren , Cunjun Yu , Siwei Chen , Xiao Ma , Liang Pan , Ziwei Liu
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