Benchmark of Visual SLAM Algorithms: ORB-SLAM2 vs RTAB-Map

被引:0
|
作者
Ragot, Nicolas [1 ]
Khemmar, Redouane [1 ]
Pokala, Adithya [1 ]
Rossi, Romain [1 ]
Ertaud, Jean-Yves [1 ]
机构
[1] Normandy Univ, UNIRouen, ESIGELEC IRSEEM, St Etienne Du Rouvray, France
关键词
Visual SLAM; ORB SLAM; RTAB SLAM; Localization; Mapping; Visual Odometry;
D O I
暂无
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 works deals with a benchmark of two well-known visual Simultaneous Localization and Mapping (vSLAM) algorithms: ORB-SLAM2 proposed by Mur-Atal & al in 2015 [7] and RTAB-Map proposed by [8]. The benchmark has been carried out with an Intel real-sense camera 435D mounted on top of a robotics electrical powered wheelchair running a ROS platform. The ORB SLAM has been implemented taking into account a monocular, stereo and RGB-D camera. RTAB SLAM, meanwhile, has only implemented with monocular and RGB-D camera. Several experiments have been carried out in a controlled indoor environment at the ESIGELEC's Autonomous Navigation Laboratory. These experiments are supported by the use of the VICON motion capture system used as a ground-truth to validate our results [1]. Different motion scenarios are used to test and benchmark the SLAM algorithms in various configurations: straight-line, straight-line and back, circular path with loop closure, etc.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] 室外眩光场景ORB-SLAM2稳健定位模型研究
    吴思齐
    刘飞
    白羽
    马运涛
    王斐
    郭梓钰
    测绘通报, 2023, (09) : 59 - 63
  • [32] 基于ORB-SLAM2的实时网格地图构建
    陆建伟
    王耀力
    计算机应用研究, 2019, 36 (10) : 3124 - 3127+3131
  • [33] 面向快速室内视觉定位的ORB-SLAM2算法
    陈栩睿
    王波
    骆云志
    王钤
    孙梧雨
    兵工自动化, 2022, 41 (04) : 93 - 96
  • [34] 基于改进ORB-SLAM2的单目视觉算法
    于航
    杨维鑫
    李光雷
    樊梦成
    杨科成
    余铖
    南方农机, 2023, 54 (13) : 16 - 19
  • [35] Improved Monocular ORB-SLAM2 Inspired By The Optical Flow With Better Accuracy
    Wang, Yifan
    Shang, Huiliang
    2018 WRC SYMPOSIUM ON ADVANCED ROBOTICS AND AUTOMATION (WRC SARA), 2018, : 153 - 158
  • [36] A comparison of Visual SLAM Algorithms ORB-SLAM3 and DynaSLAM on KITTI and TUM Monocular Datasets
    de Jesus, Kesse Jonatas
    Klan Pereira, Mateus Osvaldo
    Emmendorfer, Leonardo Ramos
    Tello Gamarra, Daniel Fernando
    2023 36TH CONFERENCE ON GRAPHICS, PATTERNS AND IMAGES, SIBGRAPI 2023, 2023, : 109 - 114
  • [37] Comparative Study of a Commercial Tracking Camera and ORB-SLAM2 for Person Localization
    Ouerghi, Safa
    Ragot, Nicolas
    Boutteau, Remi
    Savatier, Xavier
    VISAPP: PROCEEDINGS OF THE 15TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS, VOL 4: VISAPP, 2020, : 357 - 364
  • [38] 局部自适应图像增强的ORB-SLAM2算法
    李宪华
    田硕宇
    宋韬
    安徽理工大学学报(自然科学版), 2022, 42 (05) : 15 - 23
  • [39] 基于ROS的ORB-SLAM2建图算法研究
    姜衍超
    李天顺
    孙佳东
    朱建军
    电子制作, 2023, 31 (11) : 60 - 63
  • [40] 昏暗环境下自适应ORB-SLAM2算法研究
    马哲伟
    周福强
    王少红
    电子测量技术, 2024, 47 (06) : 94 - 99