DRAGON: A Dialogue-Based Robot for Assistive Navigation With Visual Language Grounding

被引:1
|
作者
Liu, Shuijing [1 ]
Hasan, Aamir [1 ]
Hong, Kaiwen [1 ]
Wang, Runxuan [1 ]
Chang, Peixin [1 ]
Mizrachi, Zachary [1 ]
Lin, Justin [1 ]
McPherson, D. Livingston [1 ]
Rogers, Wendy A. [2 ]
Driggs-Campbell, Katherine [1 ]
机构
[1] Univ Illinois, Dept Elect & Comp Engn, Champaign, IL 61820 USA
[2] Univ Illinois, Dept Appl Hlth Sci, Champaign, IL 61820 USA
关键词
Human-centered robotics; natural dialog for HRI; AI-enabled robotics;
D O I
10.1109/LRA.2024.3362591
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Persons with visual impairments (PwVI) have difficulties understanding and navigating spaces around them. Current wayfinding technologies either focus solely on navigation or provide limited communication about the environment. Motivated by recent advances in visual-language grounding and semantic navigation, we propose DRAGON, a guiding robot powered by a dialogue system and the ability to associate the environment with natural language. By understanding the commands from the user, DRAGON is able to guide the user to the desired landmarks on the map, describe the environment, and answer questions from visual observations. Through effective utilization of dialogue, the robot can ground the user's free-form language to the environment, and give the user semantic information through spoken language. We conduct a user study with blindfolded participants in an everyday indoor environment. Our results demonstrate that DRAGON is able to communicate with the user smoothly, provide a good guiding experience, and connect users with their surrounding environment in an intuitive manner.
引用
收藏
页码:3712 / 3719
页数:8
相关论文
共 50 条
  • [41] A smart sensor based visual landmarks detection for indoor robot navigation
    Arana-Arejolaleiba, N
    Lerasle, F
    Briot, M
    Lemaire, C
    Hayet, JB
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL II, PROCEEDINGS, 2002, : 848 - 851
  • [42] Active Vision-Based Robot Localization and Navigation in a Visual Memory
    Mariottini, Gian Luca
    Roumeliotis, Stergios I.
    2011 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2011,
  • [43] Autonomous Mobile Robot Intrinsic Navigation Based on Visual Topological Map
    Luo, Ren C.
    Shih, Wei
    2018 IEEE 27TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2018, : 541 - 546
  • [44] Scene perception based visual navigation of mobile robot in indoor environment
    Ran, T.
    Yuan, L.
    Zhang, J. B.
    ISA TRANSACTIONS, 2021, 109 : 389 - 400
  • [45] Autonomous positioning of omnidirectional mobile robot based on visual inertial navigation
    Li, Peng
    Leng, Binghan
    Fu, Huixuan
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 3753 - 3758
  • [46] Robot visual navigation estimation and target localization based on neural network
    Zhao Y.
    Gupta R.K.
    Onyema E.M.
    Paladyn, 2022, 13 (01): : 76 - 83
  • [47] A Fast Floor Segmentation Algorithm for Visual-based Robot Navigation
    Geovani Rodriguez-Telles, F.
    Abril Torres-Mendez, L.
    Martinez-Garcia, Edgar A.
    2013 INTERNATIONAL CONFERENCE ON COMPUTER AND ROBOT VISION (CRV), 2013, : 167 - 173
  • [48] MOTION DESCRIPTION LANGUAGE-BASED TOPOLOGICAL MAPS FOR ROBOT NAVIGATION
    Martin, P.
    Egerstedt, M.
    COMMUNICATIONS IN INFORMATION AND SYSTEMS, 2008, 8 (02) : 171 - 184
  • [49] Robot Navigation based on Visual Feature Perception and Monte Carlo Sampling
    Li, Ying
    Sun, Zuolei
    Xu, Yafang
    Zhang, Bo
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 3237 - 3242
  • [50] Visual navigation of a mobile robot with laser-based collision avoidance
    Cherubini, Andrea
    Chaumette, Francois
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2013, 32 (02): : 189 - 205