Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement
文献类型：期刊论文
| 作者 | Han, Dan1,2; Zhang, Jie1,2; Shan, Shiguang1,2 |
| 刊名 | FRONTIERS OF COMPUTER SCIENCE
 |
| 出版日期 | 2025-11-12 |
| 卷号 | 20期号:4页码:12 |
| 关键词 | face-based body height and weight estimationm auxiliary-tasks learning pose disentanglement |
| ISSN号 | 2095-2228 |
| DOI | 10.1007/s11704-025-50162-0 |
| 英文摘要 | Body height and weight estimation from a single non-frontal face image suffers from poor performance due to large face pose variance and lack of labeled data. In this paper, we propose a face-based body height and weight estimation method that leverages auxiliary tasks and pose disentanglement to address these issues. Specifically, inspired by the relevance of gender, age, height and weight estimation tasks, we employ gender and age estimation as auxiliary tasks to improve the performance of primary tasks, i.e., height and weight estimation. Besides, we remove the pose-relevant feature from input to further promote the performance of both primary tasks and auxiliary tasks. Extensive experiments are conducted on both small- and large-pose datasets, demonstrating the superiority of the proposed method. |
| 资助项目 | National Natural Science Foundation of China[U2336213] ; Strategic Priority Research Program of the Chinese Academy of Sciences[XDB0680202] ; Beijing Nova Program[20230484368] ; Suzhou Frontier Technology Research Project[SYG202325] ; Youth Innovation Promotion Association CAS |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:001614235900001 |
| 出版者 | HIGHER EDUCATION PRESS |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/43093]  |
| 专题 | 中国科学院计算技术研究所 |
| 通讯作者 | Zhang, Jie |
| 作者单位 | 1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab AI Safety, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Han, Dan,Zhang, Jie,Shan, Shiguang. Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement[J]. FRONTIERS OF COMPUTER SCIENCE,2025,20(4):12. |
| APA | Han, Dan,Zhang, Jie,&Shan, Shiguang.(2025).Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement.FRONTIERS OF COMPUTER SCIENCE,20(4),12. |
| MLA | Han, Dan,et al."Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement".FRONTIERS OF COMPUTER SCIENCE 20.4(2025):12. |
入库方式： OAI收割
来源：计算技术研究所
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