A Joint Relationship Aware Neural Network for Single-Image 3D Human Pose Estimation
文献类型：期刊论文
| 作者 | Zheng, Xiangtao ; Chen, Xiumei; Lu, Xiaoqiang
|
| 刊名 | IEEE Transactions on Image Processing
 |
| 出版日期 | 2020 |
| 卷号 | 29页码:4747-4758 |
| 关键词 | 3D human pose estimation joint relationship dual attention module |
| ISSN号 | 10577149;19410042 |
| DOI | 10.1109/TIP.2020.2972104 |
| 产权排序 | 1 |
| 英文摘要 | This paper studies the task of 3D human pose estimation from a single RGB image, which is challenging without depth information. Recently many deep learning methods are proposed and achieve great improvements due to their strong representation learning. However, most existing methods ignore the relationship between joint features. In this paper, a joint relationship aware neural network is proposed to take both global and local joint relationship into consideration. First, a whole feature block representing all human body joints is extracted by a convolutional neural network. A Dual Attention Module (DAM) is applied on the whole feature block to generate attention weights. By exploiting the attention module, the global relationship between the whole joints is encoded. Second, the weighted whole feature block is divided into some individual joint features. To capture salient joint feature, the individual joint features are refined by individual DAMs. Finally, a joint angle prediction constraint is proposed to consider local joint relationship. Quantitative and qualitative experiments on 3D human pose estimation benchmarks demonstrate the effectiveness of the proposed method. © 1992-2012 IEEE. |
| 语种 | 英语 |
| 出版者 | Institute of Electrical and Electronics Engineers Inc. |
| 源URL | [http://ir.opt.ac.cn/handle/181661/93325]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | Key Laboratory of Spectral Imaging Technology CAS, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China |
| 推荐引用方式 GB/T 7714 | Zheng, Xiangtao,Chen, Xiumei,Lu, Xiaoqiang. A Joint Relationship Aware Neural Network for Single-Image 3D Human Pose Estimation[J]. IEEE Transactions on Image Processing,2020,29:4747-4758. |
| APA | Zheng, Xiangtao,Chen, Xiumei,&Lu, Xiaoqiang.(2020).A Joint Relationship Aware Neural Network for Single-Image 3D Human Pose Estimation.IEEE Transactions on Image Processing,29,4747-4758. |
| MLA | Zheng, Xiangtao,et al."A Joint Relationship Aware Neural Network for Single-Image 3D Human Pose Estimation".IEEE Transactions on Image Processing 29(2020):4747-4758. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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