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Journal Article High-quality phase-only Fourier hologram generation with camera-in-the-loop
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Authors
Han-Ju Yeom, Keehoon Hong, Minsik Park
Issue Date
2025-02
Citation
Optics Express, v.33, no.4, pp.6615-6628
ISSN
1094-4087
Publisher
Optica Publishing Group
Language
English
Type
Journal Article
DOI
https://dx.doi.org/10.1364/OE.540114
Abstract
In this paper, we propose an optimization method for Fourier holograms that enables high-quality optical reconstruction of phase-only Fourier holograms. We define the amplitude of the input image for Fourier hologram calculation as an optimization plane within a camera-in-the-loop (CITL) framework to generate phase-only holograms with superior optical reconstruction quality. Unlike traditional CITL methods that optimize phase holograms, our proposed method optimizes input amplitudes that exhibit a high correlation with the original input images in the Fourier hologram. Leveraging this correlation, we introduce a neural network model for phase-only Fourier hologram, PoFNet, to infer the optimized input amplitudes from the original images, thereby addressing the time-consuming nature of the traditional CITL algorithm, which is hindered by repetitive calculations. During the training process, PoFNet employs our proposed CITL to account for non-ideal forward propagation, i.e., optical propagation. Optical experiments demonstrate that both our proposed CITL method and PoFNet effectively reduce noise in the Fourier optical path.
KSP Keywords
Forward Propagation, Fourier hologram, High-quality, Neural network model, Non-ideal, Optical reconstruction, Optimization methods, Optimization plane, Phase hologram, Phase-only, Reconstruction quality