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Dual-Modal Human Pose Reconstruction Using 3-D UWB Radar Images and Point Clouds

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成果类型:
期刊论文
作者:
Song, Yongkun;Zhang, Ke;Yan, Tianxing;Jin, Tian;Dai, Yongpeng;...
通讯作者:
Song, YK
作者机构:
[Zhang, Ke; Song, Yongkun; Yan, Tianxing; Wang, Tao] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410114, Peoples R China.
[Dai, Yongpeng; Jin, Tian] Natl Univ Def Technol, Coll Elect Sci, Changsha 410073, Peoples R China.
通讯机构:
[Song, YK ] C
Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410114, Peoples R China.
语种:
英文
关键词:
Human pose reconstruction;multimodal data fusion;point cloud data processing ultrawideband (UWB) radar;point cloud data processing ultrawideband (UWB) radar;point cloud data processing ultrawideband (UWB) radar
期刊:
IEEE Transactions on Instrumentation and Measurement
ISSN:
0018-9456
年:
2025
卷:
74
页码:
1-14
基金类别:
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 62401086) 10.13039/501100004735-Youth Fund Project of the Natural Science Foundation of Hunan Province (Grant Number: 2024JJ6065)
机构署名:
本校为第一且通讯机构
院系归属:
计算机与通信工程学院
摘要:
This article proposes a multimodal human pose reconstruction method based on 3-D ultrawideband (UWB) radar images and point clouds, aiming to improve the accuracy of human pose estimation through the fusion of radar images and point cloud data. First, a UWB 3-D imaging radar system is designed, which synchronously collects radar echo signals and optical images, constructing a multimodal dataset covering various common actions and different human characteristics. Radar data processing includes azimuth-range 2-D imaging, target locking, local 3-D imaging, discrete sampling, and maximum projectio...

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