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pose estimation · action classification

又叫动作识别,给定一幅图像或一段视频,人体姿态识别就是去恢复其中人体关节点位置的过程;
当然,后来也发展出,根据已有的姿态序列,预测下一个姿态;
视频动作识别资源

1 综述

2 理论

  1. Unifying Few- and Zero-Shot Egocentric Action Recognition
    CVPR 2020 2020-05-27 paper
    开集动作识别——少样本;

3 识别

3.1 头部

  1. Improving Head Pose Estimation with a Combined Loss and Bounding Box Margin Adjustment
    2019-05-14 paper

3.2 身体

  1. Being the center of attention: A Person-Context CNN framework for Personality Recognition
    2010-10-15 paper
    从姿态看社会属性;

3.3 3D

  1. Patch-based 3D Human Pose Refinement
    CVPR 2019 (Augmented Human) 2019-05-20 paper

4 预测

  1. Trajectorylet-Net: a novel framework for pose prediction based on trajectorylet descriptors
    2019-10-15 paper
    Trajectorylet-Net;

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附录

A 参考资料

  1. 程程. VALSE2017系列之三:人体姿态识别领域年度进展报告[EB/OL]. https://zhuanlan.zhihu.com/p/27293180. 2017-06-07/2019-05-14.
  2. lyl-Deepleraing. 深度学习的人体动作识别算法[EB/OL]. https://zhuanlan.zhihu.com/p/46599638. 2018-10-12/2019-05-14.
  3. 人体姿态识别研究综述
  4. 姿态识别综述
  5. 姿态估计与行为识别(行为检测、行为分类)的区别

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