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To manipulate objects in novel, unstructured environments, robots need task-oriented grasps that target object parts based on the given task. Geometry-based methods often struggle with visually defined parts, occlusions, and unseen objects.…

机器人学 · 计算机科学 2025-11-27 Edmond Tong , Advaith Balaji , Anthony Opipari , Stanley Lewis , Zhen Zeng , Odest Chadwicke Jenkins

Robotic grasping in cluttered environments is often infeasible due to obstacles preventing possible grasps. Then, pre-grasping manipulation like shifting or pushing an object becomes necessary. We developed an algorithm that can learn, in…

机器人学 · 计算机科学 2019-07-26 Lars Berscheid , Pascal Meißner , Torsten Kröger

We focus on the task of object manipulation to an arbitrary goal pose, in which a robot is supposed to pick an assigned object to place at the goal position with a specific orientation. However, limited by the execution space of the…

机器人学 · 计算机科学 2022-03-01 Kechun Xu , Hongxiang Yu , Renlang Huang , Dashun Guo , Yue Wang , Rong Xiong

Legged robots are able to navigate complex terrains by continuously interacting with the environment through careful selection of contact sequences and timings. However, the combinatorial nature behind contact planning hinders the…

机器人学 · 计算机科学 2025-11-21 Ilyass Taouil , Lorenzo Amatucci , Majid Khadiv , Angela Dai , Victor Barasuol , Giulio Turrisi , Claudio Semini

It is essential for a robot to be able to detect revisits or loop closures for long-term visual navigation.A key insight explored in this work is that the loop-closing event inherently occurs sparsely, that is, the image currently being…

机器人学 · 计算机科学 2017-02-01 Yasir Latif , Guoquan Huang , John Leonard , Jose Neira

Robotic pick and place stands at the heart of autonomous manipulation. When conducted in cluttered or complex environments robots must jointly reason about the selected grasp and desired placement locations to ensure success. While several…

机器人学 · 计算机科学 2024-02-15 Mohanraj Devendran Shanthi , Tucker Hermans

We study the problem of learning a navigation policy for a robot to actively search for an object of interest in an indoor environment solely from its visual inputs. While scene-driven visual navigation has been widely studied, prior…

人工智能 · 计算机科学 2018-07-31 Xin Ye , Zhe Lin , Haoxiang Li , Shibin Zheng , Yezhou Yang

Navigating mobile robots through environments shared with humans is challenging. From the perspective of the robot, humans are dynamic obstacles that must be avoided. These obstacles make the collision-free space nonconvex, which leads to…

机器人学 · 计算机科学 2023-03-15 O. de Groot , L. Ferranti , D. Gavrila , J. Alonso-Mora

This work proposes a biologically inspired approach that focuses on attention systems that are able to inhibit or constrain what is relevant at any one moment. We propose a radically new approach to making progress in human-robot joint…

机器人学 · 计算机科学 2016-06-09 Nick DePalma , Cynthia Breazeal

Autonomous exploration is an essential capability for mobile robots, as the majority of their applications require the ability to efficiently collect information about their surroundings. In the literature, there are several approaches,…

机器人学 · 计算机科学 2022-06-27 Lorenzo Gentilini , Dario Mengoli , Lorenzo Marconi

Robotic grasping presents a difficult motor task in real-world scenarios, constituting a major hurdle to the deployment of capable robots across various industries. Notably, the scarcity of data makes grasping particularly challenging for…

机器人学 · 计算机科学 2024-06-18 Abhi Kamboj , Katherine Driggs-Campbell

Grasp planning and most specifically the grasp space exploration is still an open issue in robotics. This article presents an efficient procedure for exploring the grasp space of a multifingered adaptive gripper for generating reliable…

机器人学 · 计算机科学 2021-10-22 Clément Rolinat , Mathieu Grossard , Saifeddine Aloui , Christelle Godin

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…

Grasping algorithms have evolved from planar depth grasping to utilizing point cloud information, allowing for application in a wider range of scenarios. However, data-driven grasps based on models trained on basic open-source datasets may…

机器人学 · 计算机科学 2023-10-31 Xiao Hu , Xiangsheng Chen

This paper presents a real-time, object-independent grasp synthesis method which can be used for closed-loop grasping. Our proposed Generative Grasping Convolutional Neural Network (GG-CNN) predicts the quality and pose of grasps at every…

机器人学 · 计算机科学 2018-05-16 Douglas Morrison , Peter Corke , Jürgen Leitner

This paper introduces an active object detection and localization framework that combines a robust untextured object detection and 3D pose estimation algorithm with a novel next-best-view selection strategy. We address the detection and…

计算机视觉与模式识别 · 计算机科学 2016-03-24 Marco Imperoli , Alberto Pretto

This paper presents a hierarchical motion planner for planning the manipulation motion to repose long and heavy objects considering external support surfaces. The planner includes a task level layer and a motion level layer. We formulate…

机器人学 · 计算机科学 2021-08-10 Mohamed Raessa , Weiwei Wan , Kensuke Harada

Trained humans exhibit highly agile spatial skills, enabling them to operate vehicles with complex dynamics in demanding tasks and conditions. Prior work shows that humans achieve this performance by using strategies such as satisficing,…

系统与控制 · 电气工程与系统科学 2020-04-28 Andrew Feit , Bérénice Mettler

Multiple-suction-cup grasping can improve the efficiency of bin picking in cluttered scenes. In this paper, we propose a grasp planner for a vacuum gripper to use multiple suction cups to simultaneously grasp multiple objects or an object…

机器人学 · 计算机科学 2023-04-24 Ping Jiang , Junji Oaki , Yoshiyuki Ishihara , Junichiro Ooga

This paper presents the behaviour control of a service robot for intelligent object search in a domestic environment. A major challenge in service robotics is to enable fetch-and-carry missions that are satisfying for the user in terms of…

机器人学 · 计算机科学 2015-10-07 Markus Bajones , Daniel Wolf , Johann Prankl , Markus Vincze