Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement

doi:10.1007/s11704-025-50162-0

CSpace

	Leveraging auxiliary-tasks for height and weight estimation with pose-disentanglement
	Han, Dan 1,2; Zhang, Jie 1,2; Shan, Shiguang 1,2
	2025-11-12
发表期刊	FRONTIERS OF COMPUTER SCIENCE
ISSN	2095-2228
卷号	20 期号:4 页码:12
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.
关键词	face-based body height and weight estimationm auxiliary-tasks learning pose disentanglement
DOI	10.1007/s11704-025-50162-0
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号	WOS:001614235900001
出版者	HIGHER EDUCATION PRESS
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/43094
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.Chinese Acad Sci, Inst Comp Technol, Key Lab AI Safety, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, 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.