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We present an online multi-task learning approach for adaptive nonlinear control, which we call Online Meta-Adaptive Control (OMAC). The goal is to control a nonlinear system subject to adversarial disturbance and unknown…

机器学习 · 计算机科学 2021-10-28 Guanya Shi , Kamyar Azizzadenesheli , Michael O'Connell , Soon-Jo Chung , Yisong Yue

In this paper, we propose a cooperative long-term task execution (LTTE) algorithm for protecting a moving target into the interior of an ordering-flexible convex hull by a team of robots resiliently in the changing environments.…

机器人学 · 计算机科学 2024-01-17 Bin-Bin Hu , Yanxin Zhou , Henglai Wei , Yan Wang , Chen Lv

This work focuses on the dual-arm object rearrangement problem abstracted from a realistic industrial scenario of Cartesian robots. The goal of this problem is to transfer all the objects from sources to targets with the minimum total…

机器人学 · 计算机科学 2024-02-22 Shishun Zhang , Qijin She , Wenhao Li , Chenyang Zhu , Yongjun Wang , Ruizhen Hu , Kai Xu

Robots need to predict and react to human motions to navigate through a crowd without collisions. Many existing methods decouple prediction from planning, which does not account for the interaction between robot and human motions and can…

机器人学 · 计算机科学 2025-03-12 Sepehr Samavi , James R. Han , Florian Shkurti , Angela P. Schoellig

We present our runner-up approach for the Real Robot Challenge 2021. We build upon our previous approach used in Real Robot Challenge 2020. To solve the task of sequential goal-reaching we focus on two aspects to achieving near-optimal…

机器人学 · 计算机科学 2022-03-22 Rishabh Madan , Harshit Sikchi , Ethan K. Gordon , Tapomayukh Bhattacharjee

Rearranging objects on a tabletop surface by means of nonprehensile manipulation is a task which requires skillful interaction with the physical world. Usually, this is achieved by precisely modeling physical properties of the objects,…

机器人学 · 计算机科学 2018-09-21 Weihao Yuan , Johannes A. Stork , Danica Kragic , Michael Y. Wang , Kaiyu Hang

Object placement is a fundamental task for robots, yet it remains challenging for partially observed objects. Existing methods for object placement have limitations, such as the requirement for a complete 3D model of the object or the…

机器人学 · 计算机科学 2023-09-12 Sangjun Noh , Raeyoung Kang , Taewon Kim , Seunghyeok Back , Seongho Bak , Kyoobin Lee

This paper presents a system called Robo-CSK-Organizer that infuses commonsense knowledge from a classical knowledge based to enhance the context recognition capabilities of robots so as to facilitate the organization of detected objects by…

机器人学 · 计算机科学 2024-10-02 Rafael Hidalgo , Jesse Parron , Aparna S. Varde , Weitian Wang

Colorectal cancer screening critically depends on colonoscopy, yet existing platforms offer limited support for systematically studying the coupled dynamics of operator control, instrument motion, and visual feedback. This gap restricts…

Quadruped robots have received increasing attention for the past few years. However, existing works primarily focus on static environments or assume the robot has full observations of the environment. This limits their practical…

机器人学 · 计算机科学 2023-07-21 Tangyu Qian , Zhangli Zhou , Shaocheng Wang , Zhijun Li , Chun-Yi Su , Zhen Kan

We present a novel object detection pipeline for localization and recognition in three dimensional environments. Our approach makes use of an RGB-D sensor and combines state-of-the-art techniques from the robotics and computer vision…

机器人学 · 计算机科学 2017-03-16 Alexander Broad , Brenna Argall

Machine learning in production needs to balance multiple objectives: This is particularly evident in ranking or recommendation models, where conflicting objectives such as user engagement, satisfaction, diversity, and novelty must be…

人机交互 · 计算机科学 2025-02-11 Chenyang Yang , Tesi Xiao , Michael Shavlovsky , Christian Kästner , Tongshuang Wu

We propose a novel methodology for robotic follow-ahead applications that address the critical challenge of obstacle and occlusion avoidance. Our approach effectively navigates the robot while ensuring avoidance of collisions and occlusions…

机器人学 · 计算机科学 2023-10-02 Sahar Leisiazar , Edward J. Park , Angelica Lim , Mo Chen

Socially-aware robotic navigation is essential in environments where humans and robots coexist, ensuring both safety and comfort. However, most existing approaches have been primarily developed for mobile robots, leaving a significant gap…

机器人学 · 计算机科学 2025-06-18 Caio C. G. Ribeiro , Leonardo R. D. Paes , Douglas G. Macharet

Autonomous robots operating in real-world environments encounter a variety of objects that can be both rigid and articulated in nature. Having knowledge of these specific object properties not only helps in designing appropriate…

计算机视觉与模式识别 · 计算机科学 2023-05-12 Ayush Aggarwal , Rustam Stolkin , Naresh Marturi

An unsupervised point cloud object retrieval and pose estimation method, called PCRP, is proposed in this work. It is assumed that there exists a gallery point cloud set that contains point cloud objects with given pose orientation…

计算机视觉与模式识别 · 计算机科学 2022-02-17 Pranav Kadam , Qingyang Zhou , Shan Liu , C. -C. Jay Kuo

We consider the Multi-Robot Task Allocation (MRTA) problem that aims to optimize an assignment of multiple robots to multiple tasks in challenging environments which are with densely populated obstacles and narrow passages. In such…

机器人学 · 计算机科学 2025-06-10 Seabin Lee , Joonyeol Sim , Changjoo Nam

Human-robot object handovers have been an actively studied area of robotics over the past decade; however, very few techniques and systems have addressed the challenge of handing over diverse objects with arbitrary appearance, size, shape,…

机器人学 · 计算机科学 2021-06-07 Wei Yang , Chris Paxton , Arsalan Mousavian , Yu-Wei Chao , Maya Cakmak , Dieter Fox

Real world data often exhibits a long-tailed and open-ended (with unseen classes) distribution. A practical recognition system must balance between majority (head) and minority (tail) classes, generalize across the distribution, and…

计算机视觉与模式识别 · 计算机科学 2022-08-18 Ziwei Liu , Zhongqi Miao , Xiaohang Zhan , Jiayun Wang , Boqing Gong , Stella X. Yu

We focus on push-based multi-object rearrangement planning using a nonholonomically constrained mobile robot. The simultaneous geometric, kinematic, and physics constraints make this problem especially challenging. Prior work on…

机器人学 · 计算机科学 2025-03-13 Jeeho Ahn , Christoforos Mavrogiannis