Human Pose Estimation from Polluted Silhouettes Using Sub-manifold Voting Strategy

机译：基于子流形投票策略的污染轮廓人体姿态估计

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In this paper, we introduce a framework of human pose estimation from polluted silhouettes due to occlusions or shadows. Since the body pose (and configuration) can be estimated by partial components of the silhouette, a robust statistical method is applied to extract useful information from these components. In this method a Gaussian Process model is used to create each sub-manifold corresponding to the component of input data in advance. A sub-manifold voting strategy is then applied to infer the pose structure based on these sub-manifolds. Experiments show that our approach has a great ability to estimate human poses from polluted silhouettes with small computational burden.

机译：在本文中，我们介绍了一种根据遮挡或阴影污染轮廓来估计人体姿势的框架。由于可以通过轮廓的部分分量来估计身体姿势（和构型），因此采用了一种可靠的统计方法来从这些分量中提取有用的信息。在这种方法中，使用高斯过程模型预先创建与输入数据的分量相对应的每个子流形。然后应用子流形投票策略基于这些子流形来推断姿势结构。实验表明，我们的方法具有从污染的轮廓估计人体姿势的强大能力，而计算负担却很小。

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来源
《International Workshop on Intelligent Computing in Pattern Analysis/Synthesis(IWICPAS 2006); 20060826-27; Xi'an(CN)》|2006年|P.56-65|共10页
会议地点 Xian(CN)
作者
Chunfeng Shen; Xueyin Lin; Yuanchun Shi;
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作者单位

Key Lab of Pervasive Computing(MOE), Dept. of Computer Science Technology, Tsinghua University, 100084 Beijing, P.R. China;

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原文格式 PDF
正文语种 eng
中图分类信息处理（信息加工）;
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专利

1. Human Pose Estimation From Corrupted Silhouettes Using A Sub-manifold Voting Strategy In Latent Variable Space [J] . Chunfeng Shen, Xueyin Lin, Yuanchun Shi Pattern recognition letters . 2009,第4期

机译：潜在变量空间中基于子流形投票策略的腐败轮廓人体姿态估计
2. Silhouette-based human pose estimation using reversible jump Markov chain Monte Carlo [J] . Huang S.-S., Fu L.-C., Hsiao P.-Y. Electronics Letters . 2006,第10期

机译：使用可逆跳马尔可夫链蒙特卡洛的基于轮廓的人体姿势估计
3. Analytical derivatives for differentiable renderer: 3D pose estimation by silhouette consistency [J] . Wu Zaiqiang, Jiang Wei, Yu Hongyan Journal of visual communication & image representation . 2020,第Nova期

机译：可分辨率渲染器的分析衍生物：3D通过剪影一致性估算
4. Human Pose Estimation from Polluted Silhouettes Using Sub-manifold Voting Strategy [C] . Chunfeng Shen, Xueyin Lin, Yuanchun Shi International Workshop on Intelligent Computing in Pattern Analysis/Synthesis . 2006

机译：利用子流形投票策略的污染剪影的人类姿态估计
5. A Voting Algorithm for Dynamic Object Identification and Pose Estimation [D] . Nair, Chandini Ravindranathan. 2019

机译：动态对象识别和姿态估计的投票算法
6. Improved Convolutional Pose Machines for Human Pose Estimation Using Image Sensor Data [O] . Baohua Qiang, Shihao Zhang, Yongsong Zhan, 2019

机译：使用图像传感器数据进行人体姿态估计的改进卷积姿态机
7. 3D Human Poses Estimation from a Single 2D Silhouette [O] . Atrevi Fabrice Dieudonné, Vivet Damien, Emile Bruno, 2016

机译：从单个2D轮廓进行3D人体姿势估计

Human Pose Estimation from Polluted Silhouettes Using Sub-manifold Voting Strategy

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