An Improved Indoor Navigation Scheme Based on Vision-Language Localization

被引:4
|
作者
Xu, Ziheng [1 ]
Jia, Zixi [1 ]
Zhou, Xuegang [1 ]
Wen, Huan [1 ]
Li, Yanan [1 ]
机构
[1] Northeastern Univ, Fac Robot Sci & Engn, Shenyang 110819, Peoples R China
基金
中国国家自然科学基金;
关键词
Computer Vision; Natural Language Processing; Indoor Localization; Bidirectional A* Algorithm;
D O I
10.1109/CCDC52312.2021.9601828
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes an improved indoor localization and navigation method based on image matching and text extraction. Compared with traditional indoor localization methods based on WIFI, Bluetooth or laser, the improved method is mainly realized by image matching in computer vision and text extraction in natural language processing. The improved bidirectional A* algorithm is adopted to realize the optimal path planning, and the specific location of indoor localization and path planning diagrams are displayed through an app. Experimental results show that this method which can realize indoor location determination in real scenes, is convenient to use, and has low cost. It can overcome the problems of high hardware requirements, high cost, and poor transferability in the traditional indoor navigation field in terms of localization.
引用
收藏
页码:1047 / 1051
页数:5
相关论文
共 50 条
  • [41] Debiasing vision-language models for vision tasks: a survey
    Zhu, Beier
    Zhang, Hanwang
    [J]. Frontiers of Computer Science, 2025, 19 (01)
  • [42] TVLT: Textless Vision-Language Transformer
    Tang, Zineng
    Cho, Jaemin
    Nie, Yixin
    Bansal, Mohit
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35 (NEURIPS 2022), 2022,
  • [43] Enhancing Concept-Based Explanation with Vision-Language Models
    Hossain, Md Hnran
    Zamzmi, Ghada
    Mouton, Peter
    Sun, Yu
    Goldgof, Dmitry
    [J]. 2024 IEEE 37TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS 2024, 2024, : 219 - 224
  • [44] VISION-LANGUAGE MODELS AS SUCCESS DETECTORS
    Du, Yuqing
    Konyushkova, Ksenia
    Denil, Misha
    Raju, Akhil
    Landon, Jessica
    Hill, Felix
    de Freitas, Nando
    Cabi, Serkan
    [J]. CONFERENCE ON LIFELONG LEARNING AGENTS, VOL 232, 2023, 232 : 120 - 136
  • [45] Vision-Language Fusion for Object Recognition
    Shiang, Sz-Rung
    Rosenthal, Stephanie
    Gershman, Anatole
    Carbonell, Jaime
    Oh, Jean
    [J]. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 4603 - 4610
  • [46] Vision-and-Language Navigation Based on Cross-Modal Feature Fusion in Indoor Environment
    Wen, Shuhuan
    Lv, Xiaohan
    Yu, F. Richard
    Gong, Simeng
    [J]. IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2023, 15 (01) : 3 - 15
  • [47] Accelerating Vision-Language Pretraining with Free Language Modeling
    Wang, Teng
    Ge, Yixiao
    Zheng, Feng
    Cheng, Ran
    Shan, Ying
    Qie, Xiaohu
    Luo, Ping
    [J]. 2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2023, : 23161 - 23170
  • [48] Vision Based UAS Navigation For RFI Localization
    Perkins, Adrien
    Chen, Yu-Hsuan
    Lo, Sherman
    Enge, Per
    [J]. PROCEEDINGS OF THE 31ST INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2018), 2018, : 2726 - 2736
  • [49] Vision based vehicle localization for autonomous navigation
    Velat, Steven J.
    Lee, Jaesang
    Johnson, Nicholas
    Crane, Carl D., III
    [J]. 2007 International Symposium on Computational Intelligence in Robotics and Automation, 2007, : 406 - 411
  • [50] Robust Vision-based Indoor Localization
    Clark, Ronald
    Trigoni, Niki
    Markham, Andrew
    [J]. IPSN'15: PROCEEDINGS OF THE 14TH INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING IN SENSOR NETWORKS, 2015, : 378 - 379