A single-view based framework for robust estimation of height and position of moving people

被引:0
|
作者
Lee, Seok-Han [1 ]
Choi, Jong-Soo [1 ]
机构
[1] Chung Ang Univ, Grad Sch Adv Imaging Sci Multimedia & Flim, Dept Image Engn, Seoul 156756, South Korea
关键词
video surveillance; height estimation; position estimation; human tracking;
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
In recent years, there has been increased interest in characterizing and extracting 3D information from 2D images for human tracking and identification. In this paper, we propose a single view-based framework for robust estimation of height and position. In the proposed method, 2D features of target object is back-projected into the 3D scene space where its coordinate system is given by a rectangular marker. Then the position and the height are estimated in the 3D space. In addition, geometric error caused by inaccurate projective mapping is corrected by using geometric constraints provided by the marker. The accuracy and the robustness of our technique are verified on the experimental results of several real video sequences from outdoor environments.
引用
收藏
页码:562 / 574
页数:13
相关论文
共 50 条
  • [1] A Single-View Based Framework for Robust Estimation of Heights and Positions of Moving People
    Lee, Seok-Han
    Kim, Tae-Eun
    Choi, Jong-Soo
    2010 DIGEST OF TECHNICAL PAPERS INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS ICCE, 2010,
  • [2] An efficient method for robust height and position estimation of moving objects
    Lee, Seok-Han
    Yoon, Kyung-Hyun
    Choi, Jong-Soo
    PROCEEDINGS OF THE WSEAS INTERNATIONAL CONFERENCE ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING: SELECTED TOPICS ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING, 2007, : 362 - +
  • [3] Robust Single-View Instance Recognition
    Held, David
    Thrun, Sebastian
    Savarese, Silvio
    2016 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2016, : 2152 - 2159
  • [4] Robust Single-View Geometry and Motion Reconstruction
    Li, Hao
    Adams, Bart
    Guibas, Leonidas J.
    Pauly, Mark
    ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (05): : 1 - 10
  • [5] Single-View Food Portion Estimation Based on Geometric Models
    Fang, Shaobo
    Liu, Chang
    Zhu, Fengqing
    Delp, Edward J.
    Boushey, Carol J.
    2015 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM), 2015, : 385 - 390
  • [6] IM2ELEVATION: Building Height Estimation from Single-View Aerial Imagery
    Liu, Chao-Jung
    Krylov, Vladimir A.
    Kane, Paul
    Kavanagh, Geraldine
    Dahyot, Rozenn
    REMOTE SENSING, 2020, 12 (17)
  • [7] POP-NET: ENCODER-DUAL DECODER FOR SEMANTIC SEGMENTATION AND SINGLE-VIEW HEIGHT ESTIMATION
    Zheng, Zhuo
    Zhong, Yanfei
    Wang, Junjue
    2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019), 2019, : 4963 - 4966
  • [8] Semantic-aware unsupervised domain adaptation for height estimation from single-view aerial images
    Zhao, Wufan
    Persello, Claudio
    Stein, Alfred
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2023, 196 : 372 - 385
  • [9] Single-View Distance-Estimation-Based Formation Control of Robotic Swarms
    Fidan, Baris
    Gazi, Veysel
    Zhai, Shaohao
    Cen, Na
    Karatas, Engin
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (12) : 5781 - 5791
  • [10] Robust 3D Hand Pose Estimation in Single Depth Images: from Single-View CNN to Multi-View CNNs
    Ge, Liuhao
    Liang, Hui
    Yuan, Junsong
    Thalmann, Daniel
    2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 3593 - 3601