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In real-world scenarios, environment changes caused by human or agent activities make it extremely challenging for robots to perform various long-term tasks. Recent works typically struggle to effectively understand and adapt to dynamic…

机器人学 · 计算机科学 2025-12-19 Luzhou Ge , Xiangyu Zhu , Zhuo Yang , Xuesong Li

It is desired to equip robots with the capability of interacting with various soft materials as they are ubiquitous in the real world. While physics simulations are one of the predominant methods for data collection and robot training,…

机器人学 · 计算机科学 2024-11-20 Chunru Lin , Jugang Fan , Yian Wang , Zeyuan Yang , Zhehuan Chen , Lixing Fang , Tsun-Hsuan Wang , Zhou Xian , Chuang Gan

Deploying robots at scale demands robustness to the long tail of everyday situations. The countless variations in scene layout, object geometry, and task specifications that characterize real environments are vast and underrepresented in…

Action-conditioned video prediction models (often referred to as world models) have shown strong potential for robotics applications, but existing approaches are often slow and struggle to capture physically consistent interactions over…

Interacting with human agents in complex scenarios presents a significant challenge for robotic navigation, particularly in environments that necessitate both collision avoidance and collaborative interaction, such as indoor spaces. Unlike…

机器人学 · 计算机科学 2024-11-07 Lingfeng Sun , Yixiao Wang , Pin-Yun Hung , Changhao Wang , Xiang Zhang , Zhuo Xu , Masayoshi Tomizuka

Real-world robotic tasks are long-horizon and often span multiple floors, demanding rich spatial reasoning. However, existing embodied benchmarks are largely confined to single-floor in-house environments, failing to reflect the complexity…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Lirong Che , Shuo Wen , Shan Huang , Chuang Wang , Yuzhe Yang , Gregory Dudek , Xueqian Wang , Jian Su

As robots become increasingly prominent in diverse industrial settings, the desire for an accessible and reliable system has correspondingly increased. Yet, the task of meaningfully assessing the feasibility of introducing a new robotic…

机器人学 · 计算机科学 2023-05-26 Minh Q. Tram , Joseph M. Cloud , William J. Beksi

We describe a mobile manipulation hardware and software system capable of autonomously performing complex human-level tasks in real homes, after being taught the task with a single demonstration from a person in virtual reality. This is…

Understanding user behaviors on social media has garnered significant scholarly attention, enhancing our comprehension of how virtual platforms impact society and empowering decision-makers. Simulating social media behaviors provides a…

人机交互 · 计算机科学 2025-06-18 Ziyue Lin , Yi Shan , Lin Gao , Xinghua Jia , Siming Chen

Human-robot collaborative applications require scene representations that are kept up-to-date and facilitate safe motions in dynamic scenes. In this letter, we present an interactive distance field mapping and planning (IDMP) framework that…

机器人学 · 计算机科学 2024-10-24 Usama Ali , Lan Wu , Adrian Mueller , Fouad Sukkar , Tobias Kaupp , Teresa Vidal-Calleja

Realistic simulators are critical for training and verifying robotics systems. While most of the contemporary simulators are hand-crafted, a scaleable way to build simulators is to use machine learning to learn how the environment behaves…

计算机视觉与模式识别 · 计算机科学 2021-05-03 Seung Wook Kim , Jonah Philion , Antonio Torralba , Sanja Fidler

We present a new public dataset with a focus on simulating robotic vision tasks in everyday indoor environments using real imagery. The dataset includes 20,000+ RGB-D images and 50,000+ 2D bounding boxes of object instances densely captured…

计算机视觉与模式识别 · 计算机科学 2017-03-07 Phil Ammirato , Patrick Poirson , Eunbyung Park , Jana Kosecka , Alexander C. Berg

Learning generic skills for humanoid robots interacting with 3D scenes by mimicking human data is a key research challenge with significant implications for robotics and real-world applications. However, existing methodologies and…

机器人学 · 计算机科学 2024-12-24 Yun Liu , Bowen Yang , Licheng Zhong , He Wang , Li Yi

World models empower model-based agents to interactively explore, reason, and plan within imagined environments for real-world decision-making. However, the high demand for interactivity poses challenges in harnessing recent advancements in…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Jialong Wu , Shaofeng Yin , Ningya Feng , Xu He , Dong Li , Jianye Hao , Mingsheng Long

Sequentially interacting with articulated objects is crucial for a mobile manipulator to operate effectively in everyday environments. To enable long-horizon tasks involving articulated objects, this study explores building scene-level…

机器人学 · 计算机科学 2024-10-01 Cheng-Chun Hsu , Ben Abbatematteo , Zhenyu Jiang , Yuke Zhu , Roberto Martín-Martín , Joydeep Biswas

Our world is not static and humans naturally cause changes in their environments through interactions, e.g., opening doors or moving furniture. Modeling changes caused by humans is essential for building digital twins, e.g., in the context…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Vladimir Guzov , Julian Chibane , Riccardo Marin , Yannan He , Yunus Saracoglu , Torsten Sattler , Gerard Pons-Moll

Learning-based methods for training embodied agents typically require a large number of high-quality scenes that contain realistic layouts and support meaningful interactions. However, current simulators for Embodied AI (EAI) challenges…

人工智能 · 计算机科学 2021-11-11 Yizhou Zhao , Kaixiang Lin , Zhiwei Jia , Qiaozi Gao , Govind Thattai , Jesse Thomason , Gaurav S. Sukhatme

Physical interactive robotics, ranging from wearable devices to collaborative humanoid robots, require close coordination between mechanical design and control. However, evaluating interactive dynamics is challenging due to complex human…

机器人学 · 计算机科学 2026-03-11 Chenhui Zuo , Jinhao Xu , Michael Qian Vergnolle , Yanan Sui

With recent developments in Embodied Artificial Intelligence (EAI) research, there has been a growing demand for high-quality, large-scale interactive scene generation. While prior methods in scene synthesis have prioritized the naturalness…

计算机视觉与模式识别 · 计算机科学 2024-07-11 Yandan Yang , Baoxiong Jia , Peiyuan Zhi , Siyuan Huang

We explore how scalable robot data can address real-world challenges for generalized robotic manipulation. Introducing AgiBot World, a large-scale platform comprising over 1 million trajectories across 217 tasks in five deployment…