Detection of Ascending Stairs using Stereo Vision

被引:0
|
作者
Harms, Hannes [1 ]
Rehder, Eike [1 ]
Schwarze, Tobias [1 ]
Lauer, Martin [1 ]
机构
[1] Karlsruhe Inst Technol, Insitute Measurement & Control Syst, D-76131 Karlsruhe, Germany
关键词
IMAGES;
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
Environment perception is an important task in computer vision for many applications in robotics. Especially for robots navigating through different levels of a building, stair detection constitutes an important perception task. In this paper, we propose a stair detection algorithm using range data. Firstly, we introduce a parameter, which describes local surface orientations w.r.t. a global reference. Secondly, a matched filter is used to detect relevant edges in the orientation data. Afterwards, line segments are determined using these edge data which are further used to estimate stairs. The proposed method is invariant against rotations of the sensor. We show that the system can handle typical outdoor stair types and outperforms the accuracy of state-of-the-art stair detection methods. Moreover, the method is used in real time to assist visually impaired people who wear the camera system on a helmet.
引用
收藏
页码:2496 / 2502
页数:7
相关论文
共 50 条
  • [1] Stairs recognition using Stereo Vision-based algorithm in NAO robot
    Aguilera-Castro, Daniel
    Neira-Carcamo, Manuel
    Aguilera-Carrasco, Cristhian
    Vera-Quiroga, Luis
    [J]. 2017 CHILEAN CONFERENCE ON ELECTRICAL, ELECTRONICS ENGINEERING, INFORMATION AND COMMUNICATION TECHNOLOGIES (CHILECON), 2017,
  • [2] Pedestrian detection using stereo night vision
    Liu, X
    Fujimura, K
    [J]. 2003 IEEE INTELLIGENT TRANSPORTATION SYSTEMS PROCEEDINGS, VOLS. 1 & 2, 2003, : 334 - 339
  • [3] Pedestrian detection using stereo night vision
    Liu, X
    Fujimura, K
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2004, 53 (06) : 1657 - 1665
  • [4] Detection and localization of curbs and stairways using stereo vision
    Lu, XY
    Manduchi, R
    [J]. 2005 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-4, 2005, : 4648 - 4654
  • [5] AN EFFICIENT ALGORITHM FOR POTHOLE DETECTION USING STEREO VISION
    Zhang, Zhen
    Ai, Xiao
    Chan, C. K.
    Dahnoun, Naim
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [6] Low-Obstacle Detection Using Stereo Vision
    Bichsel, Robert
    Borges, Paulo V. K.
    [J]. 2016 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2016), 2016, : 4054 - 4061
  • [7] People detection and tracking using stereo vision and color
    Munoz-Salinas, Rafael
    Aguirre, Eugenio
    Garcia-Silvente, Miguel
    [J]. IMAGE AND VISION COMPUTING, 2007, 25 (06) : 995 - 1007
  • [8] Forward Collision Detection using a Stereo Vision System
    Nedevschi, Sergiu
    Vatavu, Andrei
    Oniga, Florin
    Meinecke, Marc Michael
    [J]. 2008 IEEE 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING, PROCEEDINGS, 2008, : 115 - +
  • [9] Pedestrian detection using stereo-vision and graph kernels
    Suard, F
    Guigue, V
    Rakotomamonjy, A
    Benshrair, A
    [J]. 2005 IEEE INTELLIGENT VEHICLES SYMPOSIUM PROCEEDINGS, 2005, : 267 - 272
  • [10] Genetic approach for obstacle detection using linear stereo vision
    Ruichek, Y
    Issa, H
    Postaire, JG
    [J]. PROCEEDINGS OF THE IEEE INTELLIGENT VEHICLES SYMPOSIUM 2000, 2000, : 261 - 266