MonoEye: Monocular Fisheye Camera-based 3D Human Pose Estimation

被引:2
|
作者
Hwang, Dong-Hyun [1 ]
Aso, Kohei [1 ]
Koike, Hideki [1 ]
机构
[1] Tokyo Inst Technol, Tokyo, Japan
关键词
Computing methodologies - Motion capture; Computing methodologies - Activity recognition and understanding; Computing methodologies - Gestural input;
D O I
10.1109/vr.2019.8798267
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wearable cameras have the potential to be used in various ways in combination with egocentric views such as action recognition, gesture input method for augmented/virtual reality (AR/VR) as well as lifelogger. Particularly, the pose of the camera wearer is one of the interesting factors of the egocentric view and various eccentric viewbased pose estimation systems have been proposed; however, there is no balance between recognizable poses and enough egocentric views. In this work, we propose MonoEye, a system to provide wearer's estimated 3D pose and wide egocentric view. Our system's chestmounted camera, equipped with the ultra-wide fisheye lens, covers the wearer's limbs and wide egocentric view; our pose estimation network estimates 3D body pose of the wearer from the camera's egocentric view. The proposed system not only can be used as an input interface of AR and VR through estimation of a various pose of the wearer but also has a potential to be used for action recognition by providing a wide egocentric view.
引用
收藏
页码:988 / 989
页数:2
相关论文
共 50 条
  • [31] Locally Connected Network for Monocular 3D Human Pose Estimation
    Ci, Hai
    Ma, Xiaoxuan
    Wang, Chunyu
    Wang, Yizhou
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 44 (03) : 1429 - 1442
  • [32] Staged cascaded network for monocular 3D human pose estimation
    Bing-kun Gao
    Zhong-xin Zhang
    Cui-na Wu
    Chen-lei Wu
    Hong-bo Bi
    Applied Intelligence, 2023, 53 : 1021 - 1029
  • [33] Multi-View Pose Generator Based on Deep Learning for Monocular 3D Human Pose Estimation
    Sun, Jun
    Wang, Mantao
    Zhao, Xin
    Zhang, Dejun
    SYMMETRY-BASEL, 2020, 12 (07):
  • [34] Multi-person 3D pose estimation from a single image captured by a fisheye camera
    Zhang, Yahui
    You, Shaodi
    Karaoglu, Sezer
    Gevers, Theo
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2022, 222
  • [35] Monocular camera-based online sensor-to-segment calibration for upper body pose estimation
    Li, Tong
    Dong, Tianyun
    SENSORS AND ACTUATORS A-PHYSICAL, 2023, 364
  • [36] 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
  • [37] Monocular Camera-Based Three-Point Laser Pointer Ranging and Pose Estimation Method
    Gao Song
    Bai Lizhuo
    ACTA OPTICA SINICA, 2021, 41 (09)
  • [38] Limb Pose Aware Networks for Monocular 3D Pose Estimation
    Wu, Lele
    Yu, Zhenbo
    Liu, Yijiang
    Liu, Qingshan
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 31 : 906 - 917
  • [39] 3D Human Pose Estimation Based on Wearable IMUs and Multiple Camera Views
    Chen, Mingliang
    Tan, Guangxing
    ELECTRONICS, 2024, 13 (15)
  • [40] Consensus-Based Optimization for 3D Human Pose Estimation in Camera Coordinates
    Luvizon, Diogo C.
    Picard, David
    Tabia, Hedi
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2022, 130 (03) : 869 - 882