Panoramic Visual Odometry for Ground Vehicle

被引:0
|
作者
Gao Mingyang [1 ]
Wang Meiling [1 ]
Zhu Hao [1 ]
机构
[1] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
来源
PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016 | 2016年
关键词
Panoramic camera; IPM transformation; Scanline intensity profile; 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
Motion estimation from image sensors is becoming an important component of navigation systems. The idea of making a low-cost, compact and self-contained device on vision attracts many researchers. We present our recent results on visual odometry using a panoramic camera in our unmanned ground vehicle. We exploit scanline intensity profiles to estimate the rotation by comparing their absolute difference. We transform the panoramic images into orthographic top view images, and perform feature detection to extract lanes and other manmade markers, then utilize the markers to estimate the horizontal speed. With the rotation and speed data, we determine the trajectory of the vehicle, and synthesise an orthographic top view image of the road plane along the trajectory. Finally, we verify our visual odometry system by experiment.
引用
收藏
页码:5479 / 5484
页数:6
相关论文
共 50 条
  • [21] Monocular visual odometry with unmanned underwater vehicle using low cost sensors
    Dabove, Paolo
    Di Pietra, Vincenzo
    Piras, Marco
    2020 IEEE/ION POSITION, LOCATION AND NAVIGATION SYMPOSIUM (PLANS), 2020, : 810 - 816
  • [22] Multimotion visual odometry
    Judd, Kevin M.
    Gammell, Jonathan D.
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2024, 43 (08) : 1250 - 1278
  • [23] Visual odometry based on the Fourier transform using a monocular ground-facing camera
    Birem, Merwan
    Kleihorst, Richard
    El-Ghouti, Norddin
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2018, 14 (03) : 637 - 646
  • [24] ARM-VO: an efficient monocular visual odometry for ground vehicles on ARM CPUs
    Nejad, Zana Zakaryaie
    Ahmadabadian, Ali Hosseininaveh
    MACHINE VISION AND APPLICATIONS, 2019, 30 (06) : 1061 - 1070
  • [25] Visual odometry based on the Fourier transform using a monocular ground-facing camera
    Merwan Birem
    Richard Kleihorst
    Norddin El-Ghouti
    Journal of Real-Time Image Processing, 2018, 14 : 637 - 646
  • [26] ARM-VO: an efficient monocular visual odometry for ground vehicles on ARM CPUs
    Zana Zakaryaie Nejad
    Ali Hosseininaveh Ahmadabadian
    Machine Vision and Applications, 2019, 30 : 1061 - 1070
  • [27] Cost-effective visual odometry system for vehicle motion control in agricultural environments
    Zaman, Shahzad
    Comba, Lorenzo
    Biglia, Alessandro
    Aimonino, Davide Ricauda
    Barge, Paolo
    Gay, Paolo
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2019, 162 : 82 - 94
  • [28] Visual Odometry/Inertial Integration for Enhanced Land Vehicle Navigation in GNSS Denied Environment
    Salib, A.
    Moussa, M.
    Moussa, A.
    El-Sheimy, N.
    2020 IEEE 92ND VEHICULAR TECHNOLOGY CONFERENCE (VTC2020-FALL), 2020,
  • [29] Deep Direct Visual Odometry
    Zhao, Chaoqiang
    Tang, Yang
    Sun, Qiyu
    Vasilakos, Athanasios V.
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) : 7733 - 7742
  • [30] Practical Infrared Visual Odometry
    Borges, Paulo Vinicius Koerich
    Vidas, Stephen
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 17 (08) : 2205 - 2213