JOINT ESTIMATION OF HEAD POSE AND VISUAL FOCUS OF ATTENTION

被引:0
|
作者
Huang, Yingning [1 ]
Duan, Dingrui [1 ]
Cui, Jinshi [1 ]
Davoine, Franck [3 ]
Wang, Li [2 ]
Zha, Hongbin [1 ]
机构
[1] Peking Univ, Sch EECS, Key Lab Machine Percept MoE, Beijing 100871, Peoples R China
[2] Peking Univ, Dept Psychol, Beijing 100871, Peoples R China
[3] CNRS, LIAMA Sinoeuropean Lab, Beijing, Peoples R China
关键词
Head pose estimation; visual focus of attention; joint estimation; low resolution;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Head pose is an important indicator of a person's visual focus of attention (VFoA). A traditional way to recognize VFoA is to consider accurate head pose or gaze estimations. However, these estimations usually degrade drastically in middle or low resolution video data. In this paper, a joint estimation of head pose and VFoA is proposed to address this issue; both head pose and VFoA are iteratively refined until convergence. This approach is evaluated in a specific scenario involving children around a table playing together with toys. Datasets are acquired and annotated by psychologists in Peking university. The experimental results demonstrate the usefulness of the join estimation process to recognize visual focus of attention in middle resolution video sequences.
引用
收藏
页码:3332 / 3336
页数:5
相关论文
共 50 条
  • [1] VISUAL FOCUS OF ATTENTION ESTIMATION FROM HEAD POSE POSTERIOR PROBABILITY DISTRIBUTIONS
    Ba, Sileye O.
    Odobez, Jean Marc
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4, 2008, : 53 - +
  • [2] Using Random Forests for the Estimation of Multiple Users' Visual Focus of Attention from Head Pose
    Rossi, Silvia
    Leone, Enrico
    Staffa, Mariacarla
    [J]. AI*IA 2016: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2016, 10037 : 89 - 102
  • [3] Recognizing Visual Focus of Attention From Head Pose in Natural Meetings
    Ba, Sileye O.
    Odobez, Jean-Marc
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2009, 39 (01): : 16 - 33
  • [4] Multiperson Visual Focus of Attention from Head Pose and Meeting Contextual Cues
    Ba, Sileye O.
    Odobez, Jean-Marc
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (01) : 101 - 116
  • [5] A study on visual focus of attention recognition from head pose in a meeting room
    Ba, Sileye O.
    Odobez, Jean-Marc
    [J]. MACHINE LEARNING FOR MULTIMODAL INTERACTION, 2006, 4299 : 75 - +
  • [6] Driver Visual Attention Estimation Using Head Pose and Eye Appearance Information
    Jha, Sumit
    Al-Dhahir, Naofal
    Busso, Carlos
    [J]. IEEE OPEN JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 4 : 216 - 231
  • [7] Visual Focus of Attention and Spontaneous Smile Recognition Based on Continuous Head Pose Estimation by Cascaded Multi-Task Learning
    Liu, Yuanyuan
    Li, Xingmei
    Fang, Fang
    Zhang, Fayong
    Chen, Jingying
    Zeng, Zhizhong
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2019, 33 (07)
  • [8] A probabilistic framework for joint head tracking and pose estimation
    Ba, SO
    Odobez, JM
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 4, 2004, : 264 - 267
  • [9] Head pose tracking and focus of attention recognition algorithms in meeting rooms
    Ba, Sileye O.
    Odobez, Jean-Marc
    [J]. Multimodal Technologies for Perception of Humans, 2007, 4122 : 345 - 357
  • [10] 3D Estimation of Visual Focus of Attention
    Antunes Simoes, Carlos Miguel
    Moreno, Plinio
    [J]. 2022 IEEE INTERNATIONAL CONFERENCE ON AUTONOMOUS ROBOT SYSTEMS AND COMPETITIONS (ICARSC), 2022, : 211 - 217