Enhancing Human Pose Estimation with Temporal Clues | |
Jianliang Hao; Zhaoxiang Zhang; Yunhong Wang | |
2014-11-07 | |
会议名称 | 9th Chinese Conference on Biometric Recognition |
会议录名称 | CCBR 2014 |
会议日期 | 7-9 November 2014 |
会议地点 | Shenyang, China |
摘要 | We address the challenging problem of human pose estimation, which can be adopted as a preprocessing step providing accurate and refined humanpose information for gait recognition and other applications. In this paper, we propose a method and augmented Pose-NMS to process the human pose estimation in the consecutive frames based on a reasonable assumption. The poses between the adjacent frames have small changes. Firstly we merge the multiple estimated pose candidates in a single frame to get the representative pose candidates. Then we propagate the final candidate backward and forward to increase the number of the confident candidates based on the Bayesian theory. We apply our method to the Buffy Video dataset and obtain the competitive result to the state-of-art. |
关键词 | Human Pose Estimation Augmented Pose-nms Temporal Clues |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/13252 |
专题 | 智能感知与计算研究中心 |
通讯作者 | Zhaoxiang Zhang |
推荐引用方式 GB/T 7714 | Jianliang Hao,Zhaoxiang Zhang,Yunhong Wang. Enhancing Human Pose Estimation with Temporal Clues[C],2014. |
条目包含的文件 | 条目无相关文件。 |
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