HUMAN POSE ESTIMATION VIA IMPROVED RESNET50

被引:0
作者
Xiao, Xiao [1 ,2 ]
Wan, Wanggen [1 ,2 ]
机构
[1] Shanghai Univ, Sch Commun & Informat Engn, Shanghai 200444, Peoples R China
[2] Shanghai Univ, Inst Smart City, Shanghai 200444, Peoples R China
来源
4TH INTERNATIONAL CONFERENCE ON SMART AND SUSTAINABLE CITY (ICSSC 2017) | 2017年
基金
中国国家自然科学基金;
关键词
Human pose estimation; deep learning; Resnet-50; computer vision;
D O I
暂无
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper provides a method to predict 2D human pose in an image based on deep model ResNet-50. Human pose estimation is formulated as a regression problem towards body joints through top-down methods. First, we detect the position of humans in holistic image. Then, we take advantages of multi-stages cascade of ResNet-50 to reason about human body joints position. Our approach on challenging the FLIC datasets with large pose variation outperforms the state-of-the-art methods on these benchmarks.
引用
收藏
页码:133 / 137
页数:5
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