Acta Optica Sinica, Volume. 44, Issue 16, 1611004(2024)

Single-Pixel High-Resolution Imaging System Based on PnP-ADMM SOC Platform

Miao Li, Lingqiang Zhang, Xi Wang*, Chenyan Wang, Chaorui Chen, Zhaohui Guo, and Xueyin Zhao
Author Affiliations
  • School of Optoelectronic Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
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    Figures & Tables(11)
    Flowchart of PnP-ADMM rapid reconstruction algorithm. (a) Flow chart; (b) PnP-ADMM algorithm
    Comparison of numerical simulation reconstruction results of different algorithms. (a) Original images; (b) WQR-OMP; (c) TVAL3; (d) PnP-ADMM (Prox); (e) PnP-ADMM (Shrinkage); (f) PnP-ADMM (TV)
    Comparison of reconstruction performance for different algorithms. (a) PSNR; (b) SSIM; (c) reconstruction time
    Reconstruction results of PnP-ADMM algorithm under different sampling rates. (a) Lena; (b) Peppers; (c) LOGO; (d) House; (e) USAF-1951 resolution test chart
    Comparison of reconstruction performance of PnP-ADMM algorithm under different sampling rates. PSNR of (a) Prox, (b) Shrinkage, and (c) TV; SSIM of (d) Prox, (e) Shrinkage, and (f) TV
    Compressive sampling hardware architecture of PnP-ADMM reconstruction algorithm
    SPI system based on PnP-ADMM SOC (imaging distance is 300 cm). (a) Single-pixel detector and collimating lens; (b) DMD and imaging reconstruction FPGA
    Experimental reconstruction results of PnP-ADMM SOC single-pixel imaging system under different sampling rates. (a) LOGO; (b) USAF-1951 resolution test chart; (c) checkerboard
    Experimental reconstruction results of PnP-ADMM SOC single-pixel imaging system under different imaging distances. (a) LOGO; (b) USAF-1951 resolution test chart; (c) checkerboard
    • Table 1. Hardware resource consumption of PnP-ADMM IP core

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      Table 1. Hardware resource consumption of PnP-ADMM IP core

      Device name

      PnP-ADMM

      (Prox)

      PnP-ADMM

      (Shrinkage)

      PnP-ADMM

      (TV)

      BRAM_18K584581589
      DSP48E161816201634
      FF248089248077277525
      LUT156932156933177699
      Latency134300108600256380
    • Table 2. Comparison of reconstruction time for PnP-ADMM algorithm

      View table

      Table 2. Comparison of reconstruction time for PnP-ADMM algorithm

      ImageARM CPUPnP-ADMM SOC

      PnP-ADMM

      (Prox)

      PnP-ADMM

      (Shrinkage)

      PnP-ADMM

      (TV)

      PnP-ADMM

      (Prox)

      PnP-ADMM

      (Shrinkage)

      PnP-ADMM

      (TV)

      Lena52.726652.478354.53860.36890.30310.6814
      Peppers52.722352.474154.53420.36890.30310.6799
      LOGO52.715152.473054.52910.36890.30310.6814
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    Miao Li, Lingqiang Zhang, Xi Wang, Chenyan Wang, Chaorui Chen, Zhaohui Guo, Xueyin Zhao. Single-Pixel High-Resolution Imaging System Based on PnP-ADMM SOC Platform[J]. Acta Optica Sinica, 2024, 44(16): 1611004

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    Paper Information

    Category: Imaging Systems

    Received: Apr. 3, 2024

    Accepted: May. 6, 2024

    Published Online: Aug. 5, 2024

    The Author Email: Wang Xi (xiwang@cqupt.edu.cn)

    DOI:10.3788/AOS240802

    CSTR:32393.14.AOS240802

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