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High-quality phase-only Fourier hologram generation with camera-in-the-loop
Optics Express
|August 13, 2025
Summary
This study introduces an optimization method for Fourier holograms, using a camera-in-the-loop (CITL) framework to improve phase-only hologram reconstruction. The novel approach optimizes input amplitudes, significantly reducing noise and calculation time for high-quality optical results.
Area of Science:
- Optics and Photonics
- Computational Imaging
- Digital Holography
Background:
- Phase-only Fourier holograms are crucial for optical reconstruction.
- Traditional camera-in-the-loop (CITL) methods optimize phase holograms, which can be computationally intensive.
- Achieving high-quality optical reconstruction with phase-only holograms remains a challenge.
Purpose of the Study:
- To propose an optimization method for Fourier holograms enabling high-quality optical reconstruction of phase-only Fourier holograms.
- To introduce a novel camera-in-the-loop (CITL) framework that optimizes input amplitudes for superior hologram quality.
- To develop a neural network, PoFNet, for efficient inference of optimized input amplitudes, addressing the limitations of traditional CITL algorithms.
Main Methods:
- Defining input image amplitude as an optimization plane within a CITL framework.
- Optimizing input amplitudes for high correlation with original images in Fourier holograms.
- Developing and training a neural network (PoFNet) using the proposed CITL for non-ideal optical propagation.
Main Results:
- The proposed CITL method and PoFNet effectively reduce noise in the Fourier optical path.
- Optical experiments validated the superior optical reconstruction quality achieved by optimizing input amplitudes.
- PoFNet significantly reduces the time-consuming nature of traditional CITL by inferring optimized amplitudes.
Conclusions:
- The novel optimization strategy for Fourier holograms enhances optical reconstruction quality.
- The integration of PoFNet with the proposed CITL offers an efficient and effective solution for generating high-quality phase-only holograms.
- This research contributes to advancements in digital holography and optical imaging systems.

