Laser & Optoelectronics Progress, Volume. 60, Issue 14, 1411001(2023)

Fourier Ptychographic Microscopy Reconstruction Algorithm Based on Global Variable Step-Size

Yi Wang1,2, Baohui Liu1、*, Xiaoyu Wei1, and Hao Su1,3
Author Affiliations
  • 1College of Electrical Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China
  • 2Tangshan Technology Innovation Center of Intellectualization of Metal Component Production Line, Tangshan 063210, Hebei, China
  • 3Tangshan Key Laboratory of Semiconductor Integrated Circuits, Tangshan 063210, Hebei, China
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    Figures & Tables(8)
    Schematic of FPM experimental setup and principle[6]. (a) Physical map of FPM system; (b) schematic of the working process of FPM; (c) overlappled frequency domain sub-apertures; (d) LED array oblique light illumination; (e) LED array sequential lighting process
    Simulated high-resolution images and pupil functions. (a) Ideal high-resolution amplitude; (b) ideal high-resolution phase; (c) pupil function amplitude; (d) pupil function phase
    High-resolution amplitude and phase images are reconstructed by several typical sequential methods. (a) Traditional G-S method; (b) EPRY method; (c) sequential Gauss-Newton method
    Images reconstructed by global gradient descent method with variable step-size update strategy. (a) (b) Reconstructed amplitude and phase images by update step-size dichotomy; (c) (d) reconstructed amplitude and phase images by update step-size Newton method; (e) (f) amplitude and phase of pupil function recovered by update step-size dichotomy; (g) (h) amplitude and phase of pupil function recovered by update step-size Newton method
    Error measurement index curves of each reconstruction algorithm. (a) Curve of amplitude relative error measurement index; (b) curve of phase relative error measurement index; (c) curve of cost function error measurement index
    High-resolution amplitude images reconstructed by each reconstruction algorithm and error measurement curve. (a) G-S method; (b) EPRY method; (c) sequential Gauss-Newton method; (d) global Newton with update step-size dichotomy method; (e) global Newton with update step-size Newton method; (f) error measurement curve
    Amplitude and phase images reconstructed by each sequential method. (a) G-S method; (b) EPRY method; (c) sequential Gauss-Newton method
    Images restored by global variable step-size algorithm and error measurement curve. (a) (b) Amplitude and phase images reconstructed by global gradient descent update step-size dichotomy; (c) (d) amplitude and phase images reconstructed by global Newton updating step-size Newton method; (e) error measurement curve corresponding to each reconstruction algorithm
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    Yi Wang, Baohui Liu, Xiaoyu Wei, Hao Su. Fourier Ptychographic Microscopy Reconstruction Algorithm Based on Global Variable Step-Size[J]. Laser & Optoelectronics Progress, 2023, 60(14): 1411001

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    Paper Information

    Category: Imaging Systems

    Received: Jul. 28, 2022

    Accepted: Sep. 5, 2022

    Published Online: Jul. 17, 2023

    The Author Email: Liu Baohui (582736424@qq.com)

    DOI:10.3788/LOP222170

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