A monocular ORB-SLAM in dynamic environments

被引:3
|
作者
Cui, Linyan [1 ]
Wen, Fei [1 ]
机构
[1] Beihang Univ, Sch Astronaut, Image Proc Ctr, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1088/1742-6596/1168/5/052037
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The well-known ORB-SLAM is capable to deal with the localization and mapping tasks in static scenes. But in a dynamic environment, it is hard to perform well as the positions of 3D points in the map may change over time. In order to solve the problem, we propose a new slam framework, i.e. DORB-SLAM, which extends the application range of the ORB-SLAM in dynamic circumstances. We compared the appearance of the image blocks centered at the projection of the 3D points in current frame and the reference frame to decide whether the points are dynamic points or not. We test the DORB-SLAM in a public dataset and the results indicate that the algorithm is more robust than the origin ORB-SLAM in dynamic enviroments.
引用
下载
收藏
页数:5
相关论文
共 50 条
  • [41] ORB-SLAM with Near-infrared images and Optical Flow data
    Buemi, Antonio
    Bruna, Arcangelo
    Petinot, Sylvain
    Roux, Nicolas
    2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2021), 2021, : 1799 - 1804
  • [42] Monocular Vision-Based Localization Using ORB-SLAM with LIDAR-Aided Mapping in Real-World Robot Challenge
    Sujiwo, Adi
    Ando, Tomohito
    Takeuchi, Eijiro
    Ninomiya, Yoshiki
    Edahiro, Masato
    JOURNAL OF ROBOTICS AND MECHATRONICS, 2016, 28 (04) : 479 - 490
  • [43] 改进特征匹配的ORB-SLAM稠密建图算法
    刘洋
    陈俊
    胡诗佳
    赖佳华
    计算机工程, 2023, 49 (10) : 247 - 254
  • [44] 基于ORB-SLAM框架的直接法改进与对比
    李浩东
    陶钧
    刘辰宇
    龙宇浩
    测绘地理信息, 2022, 47 (S1) : 211 - 215
  • [45] 改进ORB-SLAM在嵌入式系统中实现
    王磊
    杨永夫
    潘明然
    郭宏林
    组合机床与自动化加工技术, 2024, (10) : 37 - 41
  • [46] ORB-SLAM技术及其在公安刑侦领域的应用
    赵罡
    宋铖
    王军
    智能物联技术, 2019, 51 (02) : 48 - 54
  • [47] ORB-SLAM Based Active Disturbance Rejection Control for Quadrotor Autonomous Flight
    Orozco-Soto, Santos M.
    Vera-Bustamante, Pablo
    Ibarra-Zannatha, Juan M.
    2018 XX CONGRESO MEXICANO DE ROBOTICA (COMROB), 2018,
  • [48] Semantic stereo visual SLAM toward outdoor dynamic environments based on ORB-SLAM2
    Li, Yawen
    Song, Guangming
    Hao, Shuang
    Mao, Juzheng
    Song, Aiguo
    INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2023, 50 (03): : 542 - 554
  • [49] A Multi-Sensory Blind Guidance System Based on YOLO and ORB-SLAM
    Rui, Chufan
    Liu, Yichen
    Shen, Junru
    Li, Zhaobin
    Xie, Zaipeng
    PROCEEDINGS OF THE 2021 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), 2021, : 409 - 414
  • [50] A Robust Deep Learning Enhanced Monocular SLAM System for Dynamic Environments
    Li, Yaoqing
    Zhong, Sheng-Hua
    Li, Shuai
    Liu, Yan
    PROCEEDINGS OF THE 2023 ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, ICMR 2023, 2023, : 508 - 515