Iterative Vanishing Point Estimation Based on DBSCAN for Omnidirectional Image

被引:0
|
作者
Hernandez, Danilo Caceres [1 ]
Van-Dung Hoang [1 ]
Jo, Kang-Hyun [1 ]
机构
[1] Univ Ulsan, Grad Sch Elect Engn, Intelligent Syst Lab, Ulsan 680749, South Korea
关键词
Autonomous ground navigation; Vanishing point; DBSCAN; Omnidirectional camera;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Regarding the autonomous of robot navigation, vanishing point (VP) plays an important role in visual robot applications such as iterative estimation of rotation angle for automatic control as well as scene understanding. Autonomous navigation systems must be able to recognize feature descriptors. Consequently, this navigating ability can help the system to identify roads, corridors, and stairs; ensuring autonomous navigation along the environments mentioned before the vanishing point detection is proposed. In this paper, the authors propose solutions for finding the vanishing point in real time based density-based spatial clustering of applications with noise (DBSCAN). First, we proposed to extract the longest segments of lines from the edge frame. Second, the set of intersection points for each pair of line segments are extracted by computing Lagrange coefficients. Finally, by using DBSCAN the VP is estimated. Preliminary results are performed and tested on a group of consecutive frames undertaken at Nam-gu, Ulsan, South Korea to prove its effectiveness.
引用
收藏
页码:651 / 655
页数:5
相关论文
共 50 条
  • [2] Methods for Vanishing Point Estimation by Intersection of Curves from Omnidirectional Image
    Hernandez, Danilo Caceres
    Hoang, Van-Dung
    Jo, Kang-Hyun
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, PT 1, 2014, 8397 : 543 - 552
  • [3] Rotation estimation and vanishing point extraction by omnidirectional vision in urban environment
    Bazin, Jean-Charles
    Demonceaux, Cedric
    Vasseur, Pascal
    Kweon, Inso
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2012, 31 (01): : 63 - 81
  • [4] The estimation of curved lane markings based on the estimation of the vanishing point
    Kazui, M.
    Haseyama, M.
    Kitajima, H.
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 2001, 55 (06):
  • [5] Vanishing Point Detection Based on Slope Trend for Omnidirectional Vision-Based Robot Localization
    Yang, Jun-Yu
    Lian, Feng-Li
    2013 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2013, : 1063 - 1068
  • [6] Point of Gaze Estimation Using Corneal Surface Reflection and Omnidirectional Camera Image
    Ogawa, Taishi
    Nakazawa, Atsushi
    Nishida, Toyoaki
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2018, E101D (05) : 1278 - 1287
  • [7] Point of Gaze Estimation Using Corneal Surface Reflection and Omnidirectional Camera Image
    Ogawa, Taishi
    Nakazawa, Agsushi
    Nishida, Toyoaki
    PROCEEDINGS OF THE FIFTEENTH IAPR INTERNATIONAL CONFERENCE ON MACHINE VISION APPLICATIONS - MVA2017, 2017, : 227 - 230
  • [8] Real-time Road Detection with Image Texture Analysis-based Vanishing Point Estimation
    Zu, Zhaozi
    Hou, Yingtuan
    Cui, Dixiao
    Xue, Jianru
    PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATCS AND COMPUTING (IEEE PIC), 2015, : 454 - 457
  • [9] Vanishing point and vanishing line estimation with line clustering
    Minagawa, A
    Tagawa, N
    Moriya, T
    Gotoh, T
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2000, E83D (07) : 1574 - 1582
  • [10] VANISHING POINT DETECTION BASED ON THE FUSION OF LIDAR AND IMAGE DATA
    Kloukiniotis, Andreas
    Moustakas, Konstantinos
    2022 30TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2022, : 688 - 692