Human head pose estimation based on HF method

被引:2
|
作者
Anitta, D. [1 ]
Fathima, Annis A. [1 ]
机构
[1] VIT Univ, Sch Elect Engn, Chennai, Tamil Nadu, India
关键词
Human motion tracking; Head pose; Pose estimation; Hough Transform; Random Forest;
D O I
10.1016/j.micpro.2020.103802
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This Paper addresses the problem of head pose estimation. Driving assistance technology utilizes head pose estimation as an indicator for visual focus and mental attention of the driver. Head pose estimation detects head orientation with respect to the camera. Model based and appearance-based methods are the two approaches in head pose estimation. The first approach uses the facial features to create a face geometrical models whereas the second method only takes into consideration the entire face image. The proposed appearance-based method work is performed using Hough transform and random forest to classify ninety-three classes of Hough values in order to find the exact head pose. The performance of the proposed work is evaluated based on accuracy and the time taken to detect the head pose. The paper outperforms many other previous works.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Head pose estimation method based on pose manifold and tensor decomposition
    Wei, Wei
    Zhang, Yanning
    Tian, Chunna
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2010, 21 (05) : 907 - 913
  • [2] Head pose estimation method based on pose manifold and tensor decomposition
    Wei Wei1
    2.School of Electronic Engineering
    [J]. Journal of Systems Engineering and Electronics, 2010, 21 (05) : 907 - 913
  • [3] LANDMARK BASED HEAD POSE ESTIMATION BENCHMARK AND METHOD
    Werner, Philipp
    Saxen, Frerk
    Al-Hamadi, Ayoub
    [J]. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 3909 - 3913
  • [4] Camera Pose Estimation using Human Head Pose Estimation
    Fischer, Robert
    Hoedlmoser, Michael
    Gelautz, Margrit
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISAPP), VOL 4, 2022, : 877 - 886
  • [5] Evaluation of Camera Pose Estimation Using Human Head Pose Estimation
    Fischer R.
    Hödlmoser M.
    Gelautz M.
    [J]. SN Computer Science, 4 (3)
  • [6] Head Position and Pose Model and Method for Head Pose Angle Estimation based on Convolution Neural Network
    Murphy-Chutorian, Erik
    Trivedi, Mohan Manubhai
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (10) : 42 - 49
  • [7] A novel method for head pose estimation based on the “Vitruvian Man”
    Gian Luca Marcialis
    Fabio Roli
    Gianluca Fadda
    [J]. International Journal of Machine Learning and Cybernetics, 2014, 5 : 111 - 124
  • [8] A novel method for head pose estimation based on the "Vitruvian Man''
    Marcialis, Gian Luca
    Roli, Fabio
    Fadda, Gianluca
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2014, 5 (01) : 111 - 124
  • [9] A multimodal discrimination method for the response to name behavior of autistic children based on human pose tracking and head pose estimation
    Song, Chunyi
    Wang, Shigang
    Chen, Meimei
    Li, Honghua
    Jia, Feiyong
    Zhao, Yunxiu
    [J]. DISPLAYS, 2023, 76
  • [10] Driver Distraction Detection Method Based on Continuous Head Pose Estimation
    Zhao, Zuopeng
    Xia, Sili
    Xu, Xinzheng
    Zhang, Lan
    Yan, Hualin
    Xu, Yi
    Zhang, Zhongxin
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2020, 2020