Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions

被引:10
|
作者
Osorio Quero, C. [1 ]
Durini, D. [1 ]
Rangel-Magdaleno, J. [1 ]
Martinez-Carranza, J. [2 ]
Ramos-Garcia, R. [3 ]
机构
[1] Inst Nacl Astrofis Opt & Elect INAOE, Elect Dept, Calle Luis Enrique Erro 1, Puebla 72840, Mexico
[2] Inst Nacl Astrofis Opt & Elect INAOE, Comp Sci Dept, Calle Luis Enrique Erro 1, Puebla 72840, Mexico
[3] Inst Nacl Astrofis Opt & Elect INAOE, Opt Dept, Calle Luis Enrique Erro 1, Puebla 72840, Mexico
关键词
single-pixel imaging (SPI); NIR; Hadamard patterns; Shape-from-Shading (SFS); 3D imaging; Time-of-Flight (ToF); fog; VISIBILITY; ALGORITHM; SHAPE;
D O I
10.3390/mi13050795
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
In the last decade, the vision systems have improved their capabilities to capture 3D images in bad weather scenarios. Currently, there exist several techniques for image acquisition in foggy or rainy scenarios that use infrared (IR) sensors. Due to the reduced light scattering at the IR spectra it is possible to discriminate the objects in a scene compared with the images obtained in the visible spectrum. Therefore, in this work, we proposed 3D image generation in foggy conditions using the single-pixel imaging (SPI) active illumination approach in combination with the Time-of-Flight technique (ToF) at 1550 nm wavelength. For the generation of 3D images, we make use of space-filling projection with compressed sensing (CS-SRCNN) and depth information based on ToF. To evaluate the performance, the vision system included a designed test chamber to simulate different fog and background illumination environments and calculate the parameters related to image quality.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] A fast 3D lung image reconstruction method based on CT pixel matrices learning with electrical impedance tomography☆
    Li, Zhiwei
    Wu, Yang
    Xu, Tiecheng
    Ren, Jiajuan
    Liu, Kai
    Cheng, Qiuju
    Wang, Hao
    Sun, Bo
    Yao, Jiafeng
    MEASUREMENT, 2025, 251
  • [22] Oriented and Directional Chamfer Distance Losses for 3D Object Reconstruction From a Single Image
    Lu, Jinxiao
    Li, Zhizhen
    Bai, Jiquan
    Yu, Qian
    IEEE ACCESS, 2022, 10 : 61631 - 61638
  • [23] A novel spatial phase-unwrapping method based on single-pixel binarized line pattern for real-time 3D measurement
    An, Haihua
    Cao, Yiping
    Wu, Haitao
    Yang, Na
    Zhang, Hechen
    JOURNAL OF OPTICS, 2021, 23 (08)
  • [24] Unsupervised Style-based Explicit 3D Face Reconstruction from Single Image
    Yu, Heng
    Milacski, Zoltan A.
    Jeni, Laszlo A.
    2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, CVPRW, 2023, : 719 - 729
  • [25] Rapid Implementation of 3D Facial Reconstruction from a Single Image on an Android Mobile Device
    Phuc Huu Truong
    Park, Chang-Woo
    Lee, Minsik
    Choi, Sang-Il
    Ji, Sang-Hoon
    Jeong, Gu-Min
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2014, 8 (05): : 1690 - 1710
  • [26] 3D Face Reconstruction From A Single Image Assisted by 2D Face Images in the Wild
    Tu, Xiaoguang
    Zhao, Jian
    Xie, Mei
    Jiang, Zihang
    Balamurugan, Akshaya
    Luo, Yao
    Zhao, Yang
    He, Lingxiao
    Ma, Zheng
    Feng, Jiashi
    IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 23 (23) : 1160 - 1172
  • [27] Single View Facial Hair 3D Reconstruction
    Rotger, Gemma
    Moreno-Noguer, Francesc
    Lumbreras, Felipe
    Agudo, Antonio
    PATTERN RECOGNITION AND IMAGE ANALYSIS, PT I, 2020, 11867 : 423 - 436
  • [28] Part-Wise AtlasNet for 3D point cloud reconstruction from a single image
    Yu, Qian
    Yang, Chengzhuan
    Wei, Hui
    KNOWLEDGE-BASED SYSTEMS, 2022, 242
  • [29] 3D Reconstruction of Indoor Scenes via Image Registration
    Li, Ce
    Lu, Bing
    Zhang, Yachao
    Liu, Hao
    Qu, Yanyun
    NEURAL PROCESSING LETTERS, 2018, 48 (03) : 1281 - 1304
  • [30] Image-based 3D reconstruction using helical nanobelts for localized rotations
    Kratochvil, B. E.
    Dong, L. X.
    Zhang, L.
    Nelson, B. J.
    JOURNAL OF MICROSCOPY, 2010, 237 (02) : 122 - 135