Tracking People Interacting with Objects

被引:17
|
作者
Kjellstrom, Hedvig [1 ]
Kragic, Danica [1 ]
Black, Michael J. [2 ]
机构
[1] KTH, CVAP CAS, CSC, S-11422 Stockholm, Sweden
[2] Brown Univ, Dept Comp Sci, Providence, RI 02912 USA
关键词
MOTION CAPTURE;
D O I
10.1109/CVPR.2010.5540140
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
While the problem of tracking 3D human motion has been widely studied, most approaches have assumed that the person is isolated and not interacting with the environment. Environmental constraints, however, can greatly constrain and simplify the tracking problem. The most studied constraints involve gravity and contact with the ground plane. We go further to consider interaction with objects in the environment. In many cases, tracking rigid environmental objects is simpler than tracking high-dimensional human motion. When a human is in contact with objects in the world, their poses constrain the pose of body, essentially removing degrees of freedom. Thus what would appear to be a harder problem, combining object and human tracking, is actually simpler. We use a standard formulation of the body tracking problem but add an explicit model of contact with objects. We find that constraints from the world make it possible to track complex articulated human motion in 3D from a monocular camera.
引用
收藏
页码:747 / 754
页数:8
相关论文
共 50 条
  • [21] Tracking of Interacting Targets
    Leon, Carlos Moreno
    Mihaylova, Lyudmila S.
    Driessen, Hans
    2017 20TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2017, : 1678 - 1685
  • [22] Laser-based interacting people tracking using multi-level observations
    Cui, Jinshi
    Zha, Hongbin
    Zhao, Huijing
    Shibasaki, Ryosuke
    2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, : 1799 - 1804
  • [23] VISUAL TRACKING OF MULTIPLE INTERACTING OBJECTS THROUGH RAO-BLACKWELLIZED DATA ASSOCIATION PARTICLE FILTERING
    del Blanco, Carlos R.
    Jaureguizar, Fernando
    Garcia, Narciso
    2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 821 - 824
  • [24] Characterizing the symptom of misplacing objects in people with dementia: findings from an online tracking tool
    McGarrigle, Lisa
    Howlett, Susan E.
    Wong, Helen
    Stanley, Justin
    Rockwood, Kenneth
    INTERNATIONAL PSYCHOGERIATRICS, 2019, 31 (11) : 1635 - 1641
  • [25] Intracellular objects tracking
    Kalaidzidis, Yannis
    EUROPEAN JOURNAL OF CELL BIOLOGY, 2007, 86 (09) : 569 - 578
  • [26] Tracking spawning objects
    Mahler, Ronald P. S.
    Maroulas, Vasileios
    IET RADAR SONAR AND NAVIGATION, 2013, 7 (03): : 321 - 331
  • [27] Tracking unique objects
    Todd S. Horowitz
    Sarah B. Klieger
    David E. Fencsik
    Kevin K. Yang
    George A. Alvarez
    Jeremy M. Wolfe
    Perception & Psychophysics, 2007, 69 : 172 - 184
  • [28] Tracking unique objects
    Horowitz, Todd S.
    Klieger, Sarah B.
    Fencsik, David E.
    Yang, Kevin K.
    Alvarez, George A.
    Wolfe, Jeremy M.
    PERCEPTION & PSYCHOPHYSICS, 2007, 69 (02): : 172 - 184
  • [29] Tracking objects with shadows
    Jiang, H
    Drew, MS
    IMAGE AND VIDEO COMMUNICATIONS AND PROCESSING 2003, PTS 1 AND 2, 2003, 5022 : 512 - 521
  • [30] Tracking of deformable objects
    Aswani, P
    Wong, KK
    Chong, MN
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2001, 2001, 4310 : 476 - 485