Real-Time Body Pose Recognition Using 2D or 3D Haarlets

被引:0
|
作者
Michael Van den Bergh
Esther Koller-Meier
Luc Van Gool
机构
[1] ETH Zurich,Computer Vision Laboratory
[2] Katholieke Universiteit Leuven,ESAT
关键词
Pose estimation; Pose recognition; Silhouettes; 3D hulls; LDA; ANMM; Haarlets;
D O I
暂无
中图分类号
学科分类号
摘要
This article presents a novel approach to markerless real-time pose recognition in a multicamera setup. Body pose is retrieved using example-based classification based on Haar wavelet-like features to allow for real-time pose recognition. Average Neighborhood Margin Maximization (ANMM) is introduced as a powerful new technique to train Haar-like features. The rotation invariant approach is implemented for both 2D classification based on silhouettes, and 3D classification based on visual hulls.
引用
收藏
页码:72 / 84
页数:12
相关论文
共 50 条
  • [21] Real-time 2D/ 3D image processing with deep learning
    [J]. Multimedia Tools and Applications, 2021, 80 : 35771 - 35771
  • [22] Robust face recognition using 2D and 3D data: Pose and illumination compensation
    Malassiotis, S
    Strintzis, MG
    [J]. PATTERN RECOGNITION, 2005, 38 (12) : 2537 - 2548
  • [23] 2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning
    Luvizon, Diogo C.
    Picard, David
    Tabia, Hedi
    [J]. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 5137 - 5146
  • [24] Multi-Feature Fusion Real-Time Action Recognition Based on 2D to 3D Skeleton
    Ren Guoyin
    Lu Xiaoqi
    Li Yuhao
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (24)
  • [25] Real-time virtual laboratory design for coherent optoelectronical processors for 2D, 3D objects' recognition
    Lemieszewski, Lukasz
    Ochin, Evgeny
    [J]. PHOTONICS APPLICATIONS IN ASTRONOMY, COMMUNICATIONS, INDUSTRY, AND HIGH-ENERGY PHYSICS EXPERIMENTS 2006, PTS 1 AND 2, 2006, 6347
  • [26] Pose and illumination invariant 2D to 3D facial recognition system
    Yang, Ukil
    Shin, Hyoungchul
    Sohn, Kwanghoon
    [J]. ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 2121 - 2126
  • [27] 2D Action Recognition Serves 3D Human Pose Estimation
    Gall, Juergen
    Yao, Angela
    Van Gool, Luc
    [J]. COMPUTER VISION-ECCV 2010, PT III, 2010, 6313 : 425 - 438
  • [28] Lifting 2D Human Pose to 3D with Domain Adapted 3D Body Concept
    Qiang Nie
    Ziwei Liu
    Yunhui Liu
    [J]. International Journal of Computer Vision, 2023, 131 : 1250 - 1268
  • [29] Lifting 2D Human Pose to 3D with Domain Adapted 3D Body Concept
    Nie, Qiang
    Liu, Ziwei
    Liu, Yunhui
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2023, 131 (05) : 1250 - 1268
  • [30] Real-Time 3D Hand Pose Estimation with 3D Convolutional Neural Networks
    Ge, Liuhao
    Liang, Hui
    Yuan, Junsong
    Thalmann, Daniel
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2019, 41 (04) : 956 - 970