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Deep reinforcement learning (RL) algorithms can learn complex robotic skills from raw sensory inputs, but have yet to achieve the kind of broad generalization and applicability demonstrated by deep learning methods in supervised domains. We…

机器人学 · 计算机科学 2018-12-04 Frederik Ebert , Chelsea Finn , Sudeep Dasari , Annie Xie , Alex Lee , Sergey Levine

Robotic manipulation is essential for the widespread adoption of robots in industrial and home settings and has long been a focus within the robotics community. Advances in artificial intelligence have introduced promising learning-based…

机器人学 · 计算机科学 2025-03-04 Kelin Li , Shubham M Wagh , Nitish Sharma , Saksham Bhadani , Wei Chen , Chang Liu , Petar Kormushev

Learning visuomotor control policies in robotic systems is a fundamental problem when aiming for long-term behavioral autonomy. Recent supervised-learning-based vision and motion perception systems, however, are often separately built with…

机器人学 · 计算机科学 2020-06-17 Marvin Chancán , Michael Milford

Recent vision-language-action (VLA) models for multi-task robot manipulation often rely on fixed camera setups and shared visual encoders, which limit their performance under occlusions and during cross-task transfer. To address these…

Using Unmanned Aerial Vehicles (UAVs) to perform high-altitude manipulation tasks beyond just passive visual application can reduce the time, cost, and risk of human workers. Prior research on aerial manipulation has relied on either ground…

机器人学 · 计算机科学 2023-06-30 Guanqi He , Yash Jangir , Junyi Geng , Mohammadreza Mousaei , Dongwei Bai , Sebastian Scherer

We present ActiveUMI, a framework for a data collection system that transfers in-the-wild human demonstrations to robots capable of complex bimanual manipulation. ActiveUMI couples a portable VR teleoperation kit with sensorized controllers…

机器人学 · 计算机科学 2025-10-03 Qiyuan Zeng , Chengmeng Li , Jude St. John , Zhongyi Zhou , Junjie Wen , Guorui Feng , Yichen Zhu , Yi Xu

Robots need robust and flexible vision systems to perceive and reason about their environments beyond geometry. Most of such systems build upon deep learning approaches. As autonomous robots are commonly deployed in initially unknown…

机器人学 · 计算机科学 2024-10-15 Julius Rückin , Federico Magistri , Cyrill Stachniss , Marija Popović

In robotics, Vision-Language-Action (VLA) models that integrate diverse multimodal signals from multi-view inputs have emerged as an effective approach. However, most prior work adopts static fusion that processes all visual inputs…

机器人学 · 计算机科学 2026-02-18 Young-Chae Son , Jung-Woo Lee , Yoon-Ji Choi , Dae-Kwan Ko , Soo-Chul Lim

Virtual Reality (VR) interfaces are increasingly used as remote visualization media in telerobotics. Remote environments captured through RGB-D cameras and visualized using VR interfaces can enhance operators' situational awareness and…

人机交互 · 计算机科学 2022-10-12 Y. T. Tefera , D. Mazzanti , S. Anastasi , D. G. Caldwell , P. Fiorini , N. Deshpande

Vision-based robotic policies often struggle with even minor viewpoint changes, underscoring the need for view-invariant visual representations. This challenge becomes more pronounced in real-world settings, where viewpoint variability is…

机器人学 · 计算机科学 2026-01-07 Youngjoon Jeong , Junha Chun , Taesup Kim

The growing need for autonomous on-orbit services such as inspection, maintenance, and situational awareness calls for intelligent spacecraft capable of complex maneuvers around large orbital targets. Traditional control systems often fall…

机器人学 · 计算机科学 2025-10-28 Matteo El-Hariry , Andrej Orsula , Matthieu Geist , Miguel Olivares-Mendez

Most prior research in deep imitation learning has predominantly utilized fixed cameras for image input, which constrains task performance to the predefined field of view. However, enabling a robot to actively maneuver its neck can…

机器人学 · 计算机科学 2025-06-24 Koki Nakagawa , Yoshiyuki Ohmura , Yasuo Kuniyoshi

Aerial manipulation (AM) promises to move Unmanned Aerial Vehicles (UAVs) beyond passive inspection to contact-rich tasks such as grasping, assembly, and in-situ maintenance. Most prior AM demonstrations rely on external motion capture…

机器人学 · 计算机科学 2026-03-05 Yuanzhu Zhan , Yufei Jiang , Muqing Cao , Junyi Geng

Construction robots operate in unstructured construction sites, where effective visual perception is crucial for ensuring safe and seamless operations. However, construction robots often handle large elements and perform tasks across…

机器人学 · 计算机科学 2024-12-17 Jia Xu , Manish Dixit , Xi Wang

Visual servoing involves choosing actions that move a robot in response to observations from a camera, in order to reach a goal configuration in the world. Standard visual servoing approaches typically rely on manually designed features and…

机器学习 · 计算机科学 2017-07-12 Alex X. Lee , Sergey Levine , Pieter Abbeel

Vision-language models (VLMs) have achieved impressive results on single-view vision tasks, but lack the multi-view spatial reasoning capabilities essential for embodied AI systems to understand 3D environments and manipulate objects across…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Suchae Jeong , Jaehwi Song , Haeone Lee , Hanna Kim , Jian Kim , Dongjun Lee , Dong Kyu Shin , Changyeon Kim , Dongyoon Hahm , Woogyeol Jin , Juheon Choi , Kimin Lee

Vision Language Models (VLMs) excel at visual question answering (VQA) but remain limited to snapshot vision, reasoning from static images. In contrast, embodied agents require ambulatory vision, actively moving to obtain more informative…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Juil Koo , Daehyeon Choi , Sangwoo Youn , Phillip Y. Lee , Minhyuk Sung

In dynamic environments such as warehouses, hospitals, and homes, robots must seamlessly transition between gross motion and precise manipulations to complete complex tasks. However, current Vision-Language-Action (VLA) frameworks, largely…

机器人学 · 计算机科学 2026-03-03 Xiongfeng Peng , Jiaqian Yu , Dingzhe Li , Yixiang Jin , Lu Xu , Yamin Mao , Chao Zhang , Weiming Li , Sujin Jang , Dongwook Lee , Daehyun Ji

Precision robotic manipulation tasks (insertion, screwing, precisely pick, precisely place) are required in many scenarios. Previous methods achieved good performance on such manipulation tasks. However, such methods typically require…

机器人学 · 计算机科学 2022-09-16 Yiwen Chen , Sheng Guo , Zedong Zhang , Lei Zhou , Xian Yao Ng , Marcelo H. Ang

It's a practical approach using the ground-aerial collaborative system to enhance the localization robustness of flying robots in cluttered environments, especially when visual sensors degrade. Conventional approaches estimate the flying…

机器人学 · 计算机科学 2025-12-19 Sijia Chen , Wei Dong