Laser & Optoelectronics Progress, Volume. 60, Issue 14, 1411001(2023)
Fourier Ptychographic Microscopy Reconstruction Algorithm Based on Global Variable Step-Size
Fig. 1. 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
Fig. 2. 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
Fig. 3. 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
Fig. 4. 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
Fig. 5. 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
Fig. 6. 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
Fig. 7. Amplitude and phase images reconstructed by each sequential method. (a) G-S method; (b) EPRY method; (c) sequential Gauss-Newton method
Fig. 8. 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
Get Citation
Copy Citation Text
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
Category: Imaging Systems
Received: Jul. 28, 2022
Accepted: Sep. 5, 2022
Published Online: Jul. 17, 2023
The Author Email: Liu Baohui (582736424@qq.com)