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Enabling robots to understand language instructions and react accordingly to visual perception has been a long-standing goal in the robotics research community. Achieving this goal requires cutting-edge advances in natural language…

机器人学 · 计算机科学 2023-09-01 Tianyu Wang , Yifan Li , Haitao Lin , Xiangyang Xue , Yanwei Fu

Open-Vocabulary 3D object affordance grounding aims to anticipate ``action possibilities'' regions on 3D objects with arbitrary instructions, which is crucial for robots to generically perceive real scenarios and respond to operational…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Yawen Shao , Wei Zhai , Yuhang Yang , Hongchen Luo , Yang Cao , Zheng-Jun Zha

Language-guided active sensing is a robotics subtask where a robot with an onboard sensor interacts efficiently with the environment via object manipulation to maximize perceptual information, following given language instructions. These…

机器人学 · 计算机科学 2024-02-06 Weihan Chen , Hanwen Ren , Ahmed H. Qureshi

Humans have an extraordinary ability to communicate and read the properties of objects by simply watching them being carried by someone else. This level of communicative skills and interpretation, available to humans, is essential for…

Recent Vision-Language-Action (VLA) models have made impressive progress toward general-purpose robotic manipulation by post-training large Vision-Language Models (VLMs) for action prediction. Yet most VLAs entangle perception and control…

Dense collections of movable objects are common in everyday spaces-from cabinets in a home to shelves in a warehouse. Safely retracting objects from such collections is difficult for robots, yet people do it frequently, leveraging learned…

机器人学 · 计算机科学 2025-12-02 Dane Brouwer , Joshua Citron , Heather Nolte , Jeannette Bohg , Mark Cutkosky

Robust grasping in cluttered, unstructured environments remains challenging for mobile legged manipulators due to occlusions that lead to partial observations, unreliable depth estimates, and the need for collision-free, execution-feasible…

Various stuff and things in visual data possess specific traits, which can be learned by deep neural networks and are implicitly represented as the visual prior, e.g., object location and shape, in the model. Such prior potentially impacts…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Jinheng Xie , Kai Ye , Yudong Li , Yuexiang Li , Kevin Qinghong Lin , Yefeng Zheng , Linlin Shen , Mike Zheng Shou

In recent years, as robotics has advanced, human-robot collaboration has gained increasing importance. However, current robots struggle to fully and accurately interpret human intentions from voice commands alone. Traditional gripper and…

机器人学 · 计算机科学 2024-12-17 Junliang Li , Kai Ye , Haolan Kang , Mingxuan Liang , Yuhang Wu , Zhenhua Liu , Huiping Zhuang , Rui Huang , Yongquan Chen

We introduce GEOTACT, the first robotic system capable of grasping and retrieving objects of potentially unknown shapes buried in a granular environment. While important in many applications, ranging from mining and exploration to search…

机器人学 · 计算机科学 2025-12-24 Jingxi Xu , Yinsen Jia , Dongxiao Yang , Patrick Meng , Xinyue Zhu , Zihan Guo , Shuran Song , Matei Ciocarlie

For effective interactions with the open world, robots should understand how interactions with known and novel objects help them towards their goal. A key aspect of this understanding lies in detecting an object's affordances, which…

计算机视觉与模式识别 · 计算机科学 2024-07-22 Anne Kemmeren , Gertjan Burghouts , Michael van Bekkum , Wouter Meijer , Jelle van Mil

Pushing objects through cluttered scenes is a challenging task, especially when the objects to be pushed have initially unknown dynamics and touching other entities has to be avoided to reduce the risk of damage. In this paper, we approach…

机器人学 · 计算机科学 2022-07-18 Nils Dengler , David Großklaus , Maren Bennewitz

Cooperation among humans makes it easy to execute tasks and navigate seamlessly even in unknown scenarios. With our individual knowledge and collective cognition skills, we can reason about and perform well in unforeseen situations and…

机器人学 · 计算机科学 2021-08-17 Gourav Kumar , Soumyadip Maity , Ruddra dev Roychoudhury , Brojeshwar Bhowmick

Manipulation planning is the problem of finding a sequence of robot configurations that involves interactions with objects in the scene, e.g., grasping and placing an object, or more general tool-use. To achieve such interactions,…

机器人学 · 计算机科学 2022-08-01 Jung-Su Ha , Danny Driess , Marc Toussaint

We present a robotic system for picking a target from a pile of objects that is capable of finding and grasping the target object by removing obstacles in the appropriate order. The fundamental idea is to segment instances with both visible…

机器人学 · 计算机科学 2020-01-22 Kentaro Wada , Shingo Kitagawa , Kei Okada , Masayuki Inaba

Locating and grasping of objects by robots is typically performed using visual sensors. Haptic feedback from contacts with the environment is only secondary if present at all. In this work, we explored an extreme case of searching for and…

机器人学 · 计算机科学 2026-03-05 Karel Bartunek , Lukas Rustler , Matej Hoffmann

Intelligent service robots require the ability to perform a variety of tasks in dynamic environments. Despite the significant progress in robotic grasping, it is still a challenge for robots to decide grasping position when given different…

机器人学 · 计算机科学 2021-11-30 Ming Sun , Yue Gao

Recognizing and grasping novel-category objects remains a crucial yet challenging problem in real-world robotic applications. Despite its significance, limited research has been conducted in this specific domain. To address this, we…

机器人学 · 计算机科学 2024-07-19 Li Meng , Zhao Qi , Lyu Shuchang , Wang Chunlei , Ma Yujing , Cheng Guangliang , Yang Chenguang

Robotic manipulators are increasingly used to assist individuals with mobility impairments in object retrieval. However, the predominant joystick-based control interfaces can be challenging due to high precision requirements and unintuitive…

机器人学 · 计算机科学 2025-10-28 Zitiantao Lin , Yongpeng Sang , Yang Ye

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