Pedestrian Detection and Tracking Using Three-Dimensional LADAR Data

被引:0
|
作者
Navarro-Serment, Luis E. [1 ]
Mertz, Christoph [1 ]
Hebert, Martial [1 ]
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
来源
关键词
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
The approach investigated in this work employs three-dimensional LADAR measurements to detect and track pedestrians over time. The sensor is employed on a moving vehicle. The algorithm quickly detects the objects which have the potential of being humans using a subset of these points, and then classifies each object using statistical pattern recognition techniques. The algorithm uses geometric and motion features to recognize human signatures. The perceptual capabilities described form the basis for safe and robust navigation in autonomous vehicles, necessary to safeguard pedestrians operating in the vicinity of a moving robotic vehicle.
引用
收藏
页码:103 / 112
页数:10
相关论文
共 50 条
  • [1] Pedestrian Detection and Tracking Using Three-dimensional LADAR Data
    Navarro-Serment, Luis E.
    Mertz, Christoph
    Hebert, Martial
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2010, 29 (12): : 1516 - 1528
  • [2] Natural terrain classification using three-dimensional ladar data for ground robot mobility
    Lalonde, Jean-Francois
    Vandapel, Nicolas
    Huber, Daniel F.
    Hebert, Martial
    [J]. JOURNAL OF FIELD ROBOTICS, 2006, 23 (10) : 839 - 861
  • [3] Three-dimensional landing zone ladar
    Savage, James
    Goodrich, Shawn
    Burns, H. N.
    [J]. DEGRADED VISUAL ENVIRONMENTS: ENHANCED, SYNTHETIC, AND EXTERNAL VISION SOLUTIONS 2016, 2016, 9839
  • [4] Three-dimensional LADAR range estimation using expectation maximization
    Dolce, Paul F.
    Cain, Stephen C.
    [J]. JOURNAL OF APPLIED REMOTE SENSING, 2011, 5
  • [5] Data fusion for three-dimensional tracking using particle techniques
    Chen, Huiying
    Li, Youfu
    [J]. OPTICAL ENGINEERING, 2008, 47 (01)
  • [6] Three-Dimensional Acceleration Measurement Using Videogrammetry Tracking Data
    Leifer, J.
    Weems, B. J.
    Kienle, S. C.
    Sims, A. M.
    [J]. EXPERIMENTAL MECHANICS, 2011, 51 (02) : 199 - 217
  • [7] Three-Dimensional Acceleration Measurement Using Videogrammetry Tracking Data
    J. Leifer
    B. J. Weems
    S. C. Kienle
    A. M. Sims
    [J]. Experimental Mechanics, 2011, 51 : 199 - 217
  • [8] Three-dimensional invariants and classification of Ladar signatures
    Sadjadi, F
    [J]. AUTOMATIC TARGET RECOGNITION XIV, 2004, 5426 : 124 - 132
  • [9] Real time comes to three-dimensional ladar
    Siepmann, James. P.
    [J]. LASER FOCUS WORLD, 2006, 42 (07): : 105 - +
  • [10] Three-dimensional imaging interferometric synthetic aperture ladar
    Zhao, Zhilong
    Wu, Jin
    Su, Yuanyuan
    Liang, Na
    Duan, Hongcheng
    [J]. CHINESE OPTICS LETTERS, 2014, 12 (09)