Robust real-time detection, tracking, and pose estimation of faces in video streams

被引:33
|
作者
Huang, KS [1 ]
Trivedi, MM [1 ]
机构
[1] Univ Calif San Diego, Comp Vis & Robot Res Lab, San Diego, CA 92103 USA
关键词
D O I
10.1109/ICPR.2004.1334689
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Robust human face analysis has been recognized as a crucial part in intelligent systems. In this paper we present the development of a computational framework for robust detection, tracking, and pose estimation of faces captured by video arrays. We discuss the development of a multi-primitive skin-tone and edge-based detection module embedded in a tracking module for efficient and robust face detection and tracking. A continuous density HMM based pose estimation is developed for an accurate estimate of the face orientation motions. Experimental evaluations of these algorithms suggest the validity of the proposed framework and its computational modules.
引用
收藏
页码:965 / 968
页数:4
相关论文
共 50 条
  • [1] Real-time detection of faces in video streams
    Castrillon-Santana, M
    Déniz-Suárez, O
    Guerra-Artal, C
    Hernández-Tejera, M
    [J]. 2ND CANADIAN CONFERENCE ON COMPUTER AND ROBOT VISION, PROCEEDINGS, 2005, : 298 - 305
  • [2] Robust pose invariant facial feature detection and tracking in real-time
    Zhu, Zhiwei
    Ji, Qiang
    [J]. 18th International Conference on Pattern Recognition, Vol 1, Proceedings, 2006, : 1092 - 1095
  • [3] Real-Time Probabilistic Tracking of Faces in Video
    Boccignone, Giuseppe
    Campadelli, Paola
    Ferrari, Alessandro
    Lipori, Giuseppe
    [J]. IMAGE ANALYSIS AND PROCESSING - ICIAP 2009, PROCEEDINGS, 2009, 5716 : 672 - 681
  • [4] Real-time tracking and estimation of plane pose
    Buenaposada, M
    Baumela, L
    [J]. 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL II, PROCEEDINGS, 2002, : 697 - 700
  • [5] Real-time Eye Detection in Video Streams
    Lin, Kunhui
    Huang, Jiyong
    Chen, Jiawei
    Zhou, Changle
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 6, PROCEEDINGS, 2008, : 193 - +
  • [6] MarkerPose: Robust Real-time Planar Target Tracking for Accurate Stereo Pose Estimation
    Meza, Jhacson
    Romero, Lenny A.
    Marrugo, Andres G.
    [J]. 2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, CVPRW 2021, 2021, : 1282 - 1290
  • [7] Accurate, robust, and real-time pose estimation of finger
    Department of Mechanical Engineering, University of Texas at Austin, Austin
    TX
    78712, United States
    [J]. J Dyn Syst Meas Control Trans ASME, 3
  • [8] Accurate, robust, and real-time pose estimation of finger
    Department of Mechanical Engineering, University of Texas at Austin, Austin
    TX
    78712, United States
    [J]. J Dyn Syst Meas Control Trans ASME, 3
  • [9] Accurate, robust, and real-time pose estimation of finger
    Department of Mechanical Engineering, University of Texas at Austin, Austin
    TX
    78712, United States
    [J]. J Dyn Syst Meas Control Trans ASME, 3
  • [10] Accurate, Robust, and Real-Time Pose Estimation of Finger
    Yun, Youngmok
    Agarwal, Priyanshu
    Deshpande, Ashish D.
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2015, 137 (03):