本文提出一种结合基础模型推理与状态机执行的机器人系统,用于 RoboCup@home 的 GPSR 任务,实现开放词汇物体检测与口语指令执行,并在 Japan Open 2022 中以 130 分夺冠。
摘要:
本文描述了一种在 RoboCup@home 中实现能够执行通用服务机器人(GPSR)任务的机器人系统的策略。GPSR 任务是指真实机器人听取各种口语指令,并在日常生活环境中执行任务。为实现该任务,我们集成了基于基础模型的推理系统和一个状态机任务执行器。基础模型负责规划任务并以开放词汇检测物体,状态机任务执行器管理机器人的每个动作。该系统运行稳定,我们在 RoboCup@home Japan Open 2022 的 GPSR 项目中以 130 分获得第一名,领先其他队伍超过 85 分。
英文摘要:
This paper describes a strategy for implementing a robotic system capable of performing General Purpose Service Robot (GPSR) tasks in robocup@home. The GPSR task is that a real robot hears a variety of commands in spoken language and executes a task in a daily life environment. To achieve the task, we integrate foundation models based inference system and a state machine task executable. The foundation models plan the task and detect objects with open vocabulary, and a state machine task executable manages each robot's actions. This system works stable, and we took first place in the RoboCup@home Japan Open 2022's GPSR with 130 points, more than 85 points ahead of the other teams.
Making Robots Play by the Rules: The ROS 2 CLIPS-Executive
Knowledge-Based Systems Group, RWTH Aachen University(基于知识的系统组,亚琛RWTH大学);Chair of Machine Learning and Reasoning (i6), RWTH Aachen University(机器学习与推理(i6)教授席位,亚琛RWTH大学);MASCOR Institute, FH Aachen University of Applied Sciences(MASCOR研究所,亚琛应用科学大学)
Reflective VLM Planning for Dual-Arm Desktop Cleaning: Bridging Open-Vocabulary Perception and Precise Manipulation
Robotics Institute, Carnegie Mellon University(卡内基梅隆大学机器人研究所);Department of Electrical and Computer Engineering, Carnegie Mellon University(卡内基梅隆大学电气与计算机工程系);College of Aeronautics & Engineering, Kent State University(肯特州立大学航空与工程学院)
Open-Vocabulary Spatio-Temporal Scene Graph for Robot Perception and Teleoperation Planning
HI-Robot Lab, School of Automation Science and Engineering, South China University of Technology(华南理工大学自动化科学与工程学院);Institute of AI Industries, Chinese Academy of Science(中国科学院人工智能产业研究所);School of Computer Science, Central China Normal University(中央财经大学计算机科学学院);School of Computer Science and Informatics, University of Liverpool(利物浦大学计算机科学与信息学院)
ConceptGraphs: Open-Vocabulary 3D Scene Graphs for Perception and Planning
Université de Montréal(蒙特利尔大学);JHU APL(约翰斯·霍普金斯大学应用物理实验室);JHU(约翰斯·霍普金斯大学);UMass(马萨诸塞大学);DEVCOM ARL(美国陆军作战能力发展司令部陆军研究实验室);MIT(麻省理工学院);University of Toronto(多伦多大学)
PerceptTwin: Semantic Scene Reconstruction for Iterative LLM Planning and Verification
Department of Computer Science and Operations Research, Université de Montréal(蒙特利尔大学计算机科学与运筹学系);Mila - Quebec AI Institute(魁北克人工智能研究所);CIFAR AI Chair(CIFAR人工智能主席)
G-DRAGON: Geospatial Reasoning and Dynamic Planning for Retrieval-Augmented Outdoor Navigation
Spatial AI & Robotics Lab(空间人工智能与机器人实验室);University at Buffalo(布法罗大学);School of Future Technology(未来技术学院);Shanghai University(上海大学);University of Chinese Academy of Sciences(中国科学院大学)
FindAnything: Open-Vocabulary and Object-Centric Mapping for Robot Exploration in Any Environment
Technical University of Munich(技术大学慕尼黑);School of Computation, Information and Technology(计算、信息与技术学院);ETH Zurich(苏黎世联邦理工学院);Department of Computing(计算学院);Imperial College London(伦敦帝国理工学院);University of Patras(帕特拉大学);Munich Institute of Robotics and Machine Intelligence (MIRMI)(慕尼黑机器人与机器智能研究所);Munich Center for Machine Learning (MCML)(慕尼黑机器学习中心)
Jet Propulsion Laboratory(喷气推进实验室);California Institute of Technology(加州理工学院);Swiss Federal Institute of Technology(瑞士联邦理工学院);ETH Zürich(苏黎世联邦理工学院);FieldAI Inc.(FieldAI公司);Stanford University(斯坦福大学);University of California Berkeley(加州大学伯克利分校)
Multi-robot autonomous 3D reconstruction using Gaussian splatting with Semantic guidance
College of Control Science and Engineering, Zhejiang University(浙江大学控制科学与工程学院);College of Information Engineering, Zhejiang University of Technology(浙江工业大学信息工程学院)
Shaken, Not Stirred: A Novel Dataset for Visual Understanding of Glasses in Human-Robot Bartending Tasks
Department of Applied Informatics, Faculty of Mathematics, Physics and Informatics, Comenius University(应用信息学院,数学物理学院,科门ius大学);Knowledge Technology Group, Department of Informatics, University of Hamburg(知识技术组,信息学院,汉堡大学)