Microwave Reconstruction of 3-D Human Facial Landmarks Using a Programmable Metasurface

被引:0
|
作者
Li, Mingyi [1 ]
Xu, Jiawen [1 ]
Cui, Tie Jun [2 ]
Li, Lianlin [3 ]
机构
[1] Peking Univ, Sch Elect, Beijing 100871, Peoples R China
[2] Southeast Univ, State Key Lab Millimeter Waves, Nanjing 210096, Peoples R China
[3] Peking Univ, Sch Elect, State Key Lab Adv Opt Commun Syst & Networks, Beijing 100871, Peoples R China
来源
关键词
Metasurfaces; Encoding; Three-dimensional displays; Microwave theory and techniques; Microwave imaging; Image reconstruction; Faces; Deep learning; facial reconstruction (FR); microwave imaging; programmable metasurface;
D O I
10.1109/LAWP.2024.3403686
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Nowadays, 3-D human facial reconstruction (FR) plays a pivotal role in various areas including human-robot interaction, virtual reality, identification, and so on. However, conventional FR strategies are largely based on optical sensors, and thus suffer from the intrinsic risk in terms of obstacle (e.g., mask) occlusion, light-condition dependence, privacy infringement, and so on. To tackle it, we here propose to leverage the microwave for the 3-D FR, by utilizing a fundamental fact that the microwave, unlike optics, is capable of operating in the conditions of all-weather, all-day, and occlusion. To this end, we design an inexpensive transceiver architecture based on a large-aperture programmable metasurface, enabling to capture fully the 3-D facial information of the subject, meanwhile suppressing the unwanted disturbances from surrounding environment and other body parts. Afterward, we design a deep artificial network for converting the microwave raw data into the 3-D coordinates of 68 facial landmarks. We fabricate a proof-of-principle prototype system working within the frequency range of (25 to 26.5) GHz, and experimentally demonstrate that the reported strategy is efficient in the reconstruction of 3-D human facial landmarks even for the subject wearing a mask.
引用
收藏
页码:3327 / 3331
页数:5
相关论文
共 50 条
  • [41] FM-3DFR: Facial Manipulation-Based 3-D Face Reconstruction
    Zhao, Shuwen
    Wang, Xinming
    Zhang, Dinghuang
    Zhang, Gongyue
    Wang, Zhiyong
    Liu, Honghai
    IEEE TRANSACTIONS ON CYBERNETICS, 2024, 54 (01) : 209 - 218
  • [42] 3-D Human Body Posture Reconstruction by Computer Vision
    Cruz-Silva, Jacobo E.
    Montiel-Perez, Jesus Y.
    Sossa-Azuela, Humberto
    ADVANCES IN SOFT COMPUTING, MICAI 2019, 2019, 11835 : 579 - 588
  • [43] A robust 3-D reconstruction system for human jaw modeling
    Yamany, SM
    Farag, AA
    Tasman, D
    Farman, AG
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION, MICCAI'99, PROCEEDINGS, 1999, 1679 : 778 - 787
  • [44] Reconstruction of 3-D Microwave Images based on a Block-BiCGStab Algorithm
    Friedrich, Corentin
    Bourguignon, Sebastien
    Idier, Jerome
    Goussard, Yves
    5TH INTERNATIONAL WORKSHOP ON NEW COMPUTATIONAL METHODS FOR INVERSE PROBLEMS (NCMIP2015), 2015, 657
  • [45] Deep Reconstruction of 3-D Human Poses From Video
    Liu J.
    Akhtar N.
    Mian A.
    IEEE Transactions on Artificial Intelligence, 2023, 4 (03): : 497 - 510
  • [46] 3-D reconstruction of a human fetus with combined holoprosencephaly and cyclopia
    Arnold W.H.
    Meiselbach V.
    Head & Face Medicine, 5 (1)
  • [47] A robust 3-D reconstruction system for human jaw modeling
    Yamany, SM
    Farag, AA
    Tazman, D
    Farman, A
    THREE-DIMENSIONAL IMAGE CAPTURE AND APPLICATIONS II, 1999, 3640 : 125 - 135
  • [48] 3-D Reconstruction System
    Cseri, O. E.
    Kerti, A.
    Vamossy, Z.
    2009 7TH INTERNATIONAL SYMPOSIUM ON INTELLIGENT SYSTEMS AND INFORMATICS, 2009, : 156 - 160
  • [49] Forensic Facial Reconstruction Using 3D Printing
    Stanciu, Nicoleta-Violeta
    Rosculet, Razvan-Tudor
    Fetecau, Catalin
    Tapu, Costel
    MATERIALE PLASTICE, 2020, 57 (04) : 248 - 257
  • [50] A 3-D approach to facial ageing
    Hunt, M.
    AUSTRALASIAN JOURNAL OF DERMATOLOGY, 2017, 58 : 25 - 25