Towards Benchmarking Human-Aware Social Robot Navigation: A New Perspective and Metrics

被引:4
|
作者
Singamaneni, Phani Teja [1 ]
Favier, Anthony [1 ,2 ]
Alami, Rachid [1 ,2 ]
机构
[1] Univ Toulouse, LAAS CNRS, Toulouse, France
[2] Univ Toulouse, ANITI, Toulouse, France
关键词
D O I
10.1109/RO-MAN57019.2023.10309398
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human-aware robot navigation planning enables robots to traverse human-occupied spaces socially. However, evaluating and benchmarking the 'human awareness' of such navigation schemes is challenging. With the growing necessity and research interest in the field, there is a need to define metrics to quantify and benchmark such qualities. In this regard, this paper proposes a set of metrics by looking at the problem from a new perspective. These proposals are made by inspecting the robot's navigation from the viewpoint of a human experiencing it and then defining proxies for the perceived human feelings. Analyses of some commonly occurring human-robot navigation scenarios using these metrics show their capability in benchmarking and differentiating human-aware robot navigation from standard robot navigation.
引用
收藏
页码:914 / 921
页数:8
相关论文
共 50 条
  • [41] Neural-Network Based Adaptive Proxemics-Costmap for Human-Aware Autonomous Robot Navigation
    Fei, Chik Sheng
    Fai, Yeong Che
    Ming, Eileen Su Lee
    Yong, Lim Thol
    Feng, Duan
    Hua, Patrick Chin Jun
    INTERNATIONAL JOURNAL OF INTEGRATED ENGINEERING, 2019, 11 (04): : 101 - 111
  • [42] Human-Aware Reinforcement Learning for Adaptive Human Robot Teaming
    Singh, Saurav
    Heard, Jamison
    PROCEEDINGS OF THE 2022 17TH ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION (HRI '22), 2022, : 1049 - 1052
  • [43] Human-Aware Robot Task Planning with Robot Execution Time Estimation
    Braun, Mitchell
    Cheng, Yujiao
    Tomizuka, Masayoshi
    IFAC PAPERSONLINE, 2022, 55 (41): : 181 - 186
  • [44] Towards Shared Autonomy Framework for Human-Aware Motion Planning in Industrial Human-Robot Collaboration
    Ji, Zhenrui
    Liu, Quan
    Xu, Wenjun
    Liu, Zhihao
    Yao, Bitao
    Xiong, Bo
    Zhou, Zude
    2020 IEEE 16TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2020, : 411 - 417
  • [45] Human-Aware Mobile Robot Exploration and Motion Planner
    Xia, Fei
    Tyoan, Louae
    Yang, Zhongtao
    Uzoije, Ikenna
    Zhang, Guangcong
    Vela, Patricio A.
    IEEE SOUTHEASTCON 2015, 2015,
  • [46] Learning Personalized Human-Aware Robot Navigation Using Virtual Reality Demonstrations from a User Study
    de Heuvel, Jorge
    Corral, Nathan
    Bruckschen, Lilli
    Bennewitz, Maren
    2022 31ST IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (IEEE RO-MAN 2022), 2022, : 898 - 905
  • [47] Efficient Context-Aware Model Predictive Control for Human-Aware Navigation
    Stefanini, Elisa
    Palmieri, Luigi
    Rudenko, Andrey
    Hielscher, Till
    Linder, Timm
    Pallottino, Lucia
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2024, 9 (11): : 9494 - 9501
  • [48] Incorporating Perception Uncertainty in Human-Aware Navigation: A Comparative Study
    Talebpour, Zeynab
    Viswanathan, Deepak
    Ventura, Rodrigo
    Englebienne, Gwenn
    Martinoli, Alcherio
    2016 25TH IEEE INTERNATIONAL SYMPOSIUM ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (RO-MAN), 2016, : 570 - 577
  • [49] Learning Local Planners for Human-aware Navigation in Indoor Environments
    Guldenring, Ronja
    Goerner, Michael
    Hendrich, Norman
    Jacobsen, Niels Jul
    Zhang, Jianwei
    2020 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2020, : 6053 - 6060
  • [50] SOCIALGYM: A Framework for Benchmarking Social Robot Navigation
    Holtz, Jarrett
    Biswas, Joydeep
    2022 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2022, : 11246 - 11252