Automatic reconstruction of 3D human arm motion from a monocular image sequence

被引:5
|
作者
Filova, V
Solina, F
Lenarcic, J
机构
[1] IBL Sistemi Zelezna, SI-1000 Ljubljana, Slovenia
[2] Univ Ljubljana, Fac Comp & Informat Sci, SI-1000 Ljubljana, Slovenia
[3] Jozef Stefan Inst, SI-1000 Ljubljana, Slovenia
关键词
model-based tracking; motion reconstruction; robust estimation; human arm kinematics; constraint propagation;
D O I
10.1007/s001380050074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A model-based approach to reconstruction of 3D human arm motion from a monocular image sequence taken under orthographic projection is presented. The reconstruction is divided into two stages. First, a 2D shape model is used to track the arm silhouettes and second-order curves are used to model the arm based on an iteratively reweighted least square method. As a result, 2D stick figures are extracted. In the second stage, the stick figures are backprojected into the scene. 3D postures are reconstructed using the constraints of a 3D kinematic model of the human arm. The motion of the arm is then derived as a transition between the arm postures. Applications of these results are foreseen in the analysis of human motion patterns.
引用
收藏
页码:223 / 231
页数:9
相关论文
共 50 条
  • [41] Towards Accurate Reconstruction of 3D Scene Shape From A Single Monocular Image
    Yin, Wei
    Zhang, Jianming
    Wang, Oliver
    Niklaus, Simon
    Chen, Simon
    Liu, Yifan
    Shen, Chunhua
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 45 (05) : 6480 - 6494
  • [42] 3D reconstruction of the human jaw from a sequence of images
    Ahmed, M
    Yamany, S
    Hemayed, E
    Ahmed, S
    Roberts, S
    Farag, A
    [J]. 1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, : 646 - 653
  • [43] 3D hand reconstruction from a monocular view
    Lee, SU
    Cohen, I
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, 2004, : 310 - 313
  • [44] 3D Hand Motion Retargeting From Video Image Sequence
    Nopvichai, Kosit
    Kanongchaiyos, Pizzanu
    [J]. 2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 5, 2010, : 670 - 674
  • [45] Automatic segmentation and 3D reconstruction of human liver based on CT image
    Ai, Haiming
    Yang, Chunlan
    Wu, Shuicai
    Zeng, Yi
    Bo, Song
    [J]. 2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [46] Robust 3D arm tracking from monocular videos
    Guo, F
    Qian, G
    [J]. ADVANCES IN INTELLIGENT COMPUTING, PT 2, PROCEEDINGS, 2005, 3645 : 841 - 850
  • [47] 3D-reconstruction from monocular image sequences
    Hanning, T
    Pisinger, GM
    [J]. DIAGNOSTIC IMAGING TECHNOLOGIES AND INDUSTRIAL APPLICATIONS, 1999, 3827 : 121 - 132
  • [48] Monocular Expressive 3D Human Reconstruction of Multiple People
    Zhao, Zhenghao
    Tang, Hao
    Wan, Joy
    Yan, Yan
    [J]. PROCEEDINGS OF THE 4TH ANNUAL ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, ICMR 2024, 2024, : 423 - 432
  • [49] Efficient 3D recovery of human motion in monocular video
    Chen, Cheng
    Xiao, Jun
    Zhuang, Yueting
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2009, 21 (08): : 1118 - 1126
  • [50] 3D Reconstruction Method of Castings Based on Monocular Image Sequences
    Zhang H.
    Wang M.
    Qiu H.
    Jiang J.
    [J]. Zhongguo Jixie Gongcheng/China Mechanical Engineering, 2018, 29 (23): : 2799 - 2803and2814