3D head pose estimation without feature tracking

被引:21
|
作者
Chen, Q [1 ]
Wu, HY [1 ]
Fukumoto, T [1 ]
Yachida, M [1 ]
机构
[1] Wakayama Univ, Fac Syst Engn, Wakayama 6408510, Japan
关键词
D O I
10.1109/AFGR.1998.670930
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a robust approach to estimate the 3D pose of human heads in a single image. In contrast with other researches, this method only makes use of the information about the skill region and the hair region of heads. At first, we use an efficient algorithm based on perceptually uniform color system and fuzzy theory to extract skin region and hair region, which are then used to detect faces in images. After that, the areas, the centers, and the axis of the least inertia both of the skin region and the hair region are calculated, which are then used to estimate the 3D pose of the head. We rested our method by estimating the 3D pose of head from live video sequences. The three angles describing the three rotation elements of a head about X, Y and Z axes are extracted from each frame of image sequence, which are then sent to a program that generates CC animations of a synthesized head in the estimated pose.
引用
收藏
页码:88 / 93
页数:2
相关论文
共 50 条
  • [1] Model-based head tracking and 3D pose estimation
    Prêteux, F
    Malciu, M
    MATHEMATICAL MODELING AND ESTIMATION TECHNIQUES IN COMPUTER VISION, 1998, 3457 : 94 - 108
  • [2] Siamese PointNet: 3D Head Pose Estimation with Local Feature Descriptor
    Wang, Qi
    Lei, Hang
    Qian, Weizhong
    ELECTRONICS, 2023, 12 (05)
  • [3] 3D Head Pose Estimation and Tracking Using Particle Filtering and ICP Algorithm
    Ben Ghorbel, Mandi
    Baklouti, Malek
    Couvet, Serge
    ARTICULATED MOTION AND DEFORMABLE OBJECTS, PROCEEDINGS, 2010, 6169 : 224 - +
  • [4] Extending 3D Lucas–Kanade tracking with adaptive templates for head pose estimation
    Zhih-Wei Chen
    Cheng-Chin Chiang
    Zi-Tian Hsieh
    Machine Vision and Applications, 2010, 21 : 889 - 903
  • [5] Feature Boosting Network For 3D Pose Estimation
    Liu, Jun
    Ding, Henghui
    Shahroudy, Amir
    Duan, Ling-Yu
    Jiang, Xudong
    Wang, Gang
    Kot, Alex C.
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2020, 42 (02) : 494 - 501
  • [6] STEREO BASED 3D HEAD POSE TRACKING USING THE SCALE INVARIANT FEATURE TRANSFORM
    Akan, Batu
    Cetin, Muejdat
    Ercil, Aytuel
    2008 IEEE 16TH SIGNAL PROCESSING, COMMUNICATION AND APPLICATIONS CONFERENCE, VOLS 1 AND 2, 2008, : 661 - 664
  • [7] 3D Pose Estimation and Tracking of an Electricity Pylon
    Ali, Emmanuel Y.
    Nicolls, Fred
    2020 INTERNATIONAL SAUPEC/ROBMECH/PRASA CONFERENCE, 2020, : 759 - 765
  • [8] Monocular 3D Pose Estimation and Tracking by Detection
    Andriluka, Mykhaylo
    Roth, Stefan
    Schiele, Bernt
    2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, : 623 - 630
  • [9] 3D Head Pose Estimation for TV Setups
    Leroy, Julien
    Rocca, Francois
    Mancas, Matei
    Gosselin, Bernard
    INTELLIGENT TECHNOLOGIES FOR INTERACTIVE ENTERTAINMENT, 2013, 124 : 55 - 64
  • [10] A robust algorithm for 3D head pose estimation
    Chen, Q
    Wu, HY
    Shioyama, S
    Shimada, T
    Chihara, K
    FOURTEENTH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1 AND 2, 1998, : 1356 - 1359